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violetcliff
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SmartHome-Bench

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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'URL'}) and 4 missing columns ({'Category', 'Video Description', 'Reasoning behind Normality/Anomalies', 'Anomaly Tag'}).

This happened while the csv dataset builder was generating data using

hf://datasets/violetcliff/SmartHome-Bench/Video_url.csv (at revision 30dcdeb4aa207e8e08b9fedb4d682570ce673f5e)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Title: string
              URL: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 478
              to
              {'Title': Value('string'), 'Category': Value('string'), 'Anomaly Tag': Value('string'), 'Video Description': Value('string'), 'Reasoning behind Normality/Anomalies': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1456, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'URL'}) and 4 missing columns ({'Category', 'Video Description', 'Reasoning behind Normality/Anomalies', 'Anomaly Tag'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/violetcliff/SmartHome-Bench/Video_url.csv (at revision 30dcdeb4aa207e8e08b9fedb4d682570ce673f5e)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Title string	Category string	Anomaly Tag string	Video Description string	Reasoning behind Normality/Anomalies string
smartbench_0001	Baby Monitoring	Normal	The video, captured by a Ring security camera, shows a suburban driveway scene on a cloudy day. A child and an adult are riding on tricycles. A girl in a pink shirt and white shorts stands near a basketball hoop, next to a hula hoop. As the riders approach the end of the driveway, the girl runs towards them. The riders on do quick turns to spin around while on the tricycles. The girl runs back and forth between the basketball hoop and the tricycles. Other toys, including a bicycle and a skateboard, are scattered on the driveway. The background reveals houses across the street and bare trees, suggesting early spring.	The video depicts children playing in a driveway, which is a common and expected activity in residential areas during daytime hours. Their movements, such as riding toys and playing basketball, are typical for children at play. The presence of an adult suggests supervision, further reinforcing the normalcy of the situation.
smartbench_0002	Baby Monitoring	Vague Abnormal	The video, captured by a Ring doorbell camera, shows a woman pushing a stroller into the entryway of a brick house. The stroller, black with a white frame, is positioned in the center of the walkway. The woman, wearing a long dark dress, steps away from the stroller and from the camera's view toward the front door. The stroller then begins to reverse back down the entryway. Once the stroller reverses down the step, the woman notices and gasps. She chases the stroller that has now rolled into the lawn. She catches the stroller and appears relieved. The camera's perspective reveals a grassy front yard and a glimpse of neighboring houses. The environmental conditions appear to be daytime with natural light.	The stroller unexpectedly began to roll backward, initially unnoticed by the nearby adults. However, they soon became aware of the situation and quickly intervened, averting any potential harm to the baby.
smartbench_0003	Wildlife	Abnormal	The video, captured by a Ring security camera, shows a wild turkey on the back porch of a home. The turkey stands on the top of a rail, facing a door. It moves its head from side to side, surveying the area. The camera angle shifts briefly, providing a closer view of the turkey and revealing a grill and a propane tank in the background. The turkey continues to look around resuming its side-to-side head movements. The weather appears overcast.	A wild turkey unexpectedly appeared in the yard, perching on the steps leading to the front door. There were no signs of human presence in the scene, suggesting the turkey was not domesticated.
smartbench_0004	Security	Abnormal	The video, captured by a Ring.com doorbell camera, shows a sunny day with a clear blue sky. A green lawn is visible in the foreground, bordered by a neatly trimmed hedge. A white house with a brown roof stands across the street, partially obscured by the hedge. Two individuals approach the front door. The first person, wearing a red jacket and a baseball cap, walks towards the door and steps out of the camera's view. The second individual, dressed in a yellow bird costume with the words 'The Mater Hospital Foundation' printed on the front, steps into view and faces the camera. The bird mascot performs a small dance, moving its arms and head rhythmically. After a brief pause, the mascot turns and walks away from the camera, following the first individual.	The individual in the video is behaving unusually in front of the camera while dressed in strange and eccentric attire, which could potentially frighten viewers. This is considered an anomaly.
smartbench_0005	Wildlife	Vague Abnormal	The video, captured by a Ring doorbell camera, shows a concrete pathway leading to a house. A male mallard duck, identifiable by its iridescent green head and yellow bill, walks at a moderate pace towards the camera. The duck walks from the right side of the frame towards the left, passing a small patch of grass. The camera's point of view is from inside the house, looking outwards. The environment appears to be daytime with natural light and the ground is slightly damp, suggesting it may have rained recently. After the duck passes the camera's field of view, a voice announces, 'Hi! You are currently being recorded.' This startles the duck and it quickly walks away from the camera.	A duck, whose domestication status is unknown, appears in front of the porch camera, attempting to enter the house. Upon hearing the voice broadcast, it quickly flees. This could be considered an anomaly.
smartbench_0006	Wildlife	Abnormal	The video, captured by a Ring security camera at night, begins with a close-up of a coyote's face. The coyote is looking directly at the camera. The image is in black and white due to the night vision setting. A voice, likely from the camera's speaker, can be heard saying, 'Hi, you are currently being recorded.' The coyote moves its head back, startled, and the camera captures a wider view of the surroundings. The environment is dark, illuminated only by the camera's night vision. A snowy yard is visible, bordered by a dark forest. The coyote continues to move backward, away from the camera, and then turns and runs out of the frame to the left. The camera continues to record the empty yard and forest for a few more seconds.	A wolf appears in front of the camera, attempting to damage it. Upon hearing the camera's triggered response, the wolf leaves the scene. This is considered an anomaly.
smartbench_0007	Wildlife	Abnormal	The video, captured by a Ring security camera at night, shows a black bear in a backyard. The bear, initially facing the camera, is interacting with a black trash can. It pushes the can over, spilling its contents. The bear then rummages through the spilled trash, using its mouth and paws. The trash can appears to be made of plastic and has a white lid. The bear is alone in the video and moves around the can freely. The environment is dimly lit, with the only light source coming from the camera itself. The ground is covered in grass and appears to be slightly damp.	A bear appeared in the yard, carried away the trash can, and knocked it over to rummage for food. This could potentially cause damage to the homeowner's property, or even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0008	Wildlife	Abnormal	The video, captured by a Ring doorbell camera, shows a gray squirrel approaching the front entrance of a house. The squirrel, with its bushy tail held high, briefly pauses and looks directly at the camera. It then proceeds to climb onto the railing, using its front paws to grip the top. After a brief pause, the squirrel jumps down from the railing onto the steps and quickly scurries away. The environment appears to be overcast and slightly rainy, with wet streets and sidewalks visible in the background. A silver SUV is parked on the street in front of the house.	In the video, a small squirrel is seen slapping the camera lens, pressing the doorbell, and then running away. This is considered an anomaly.
smartbench_0009	Wildlife, Pet Monitoring	Abnormal	The video, captured by a Ring security camera, shows a black squirrel with a bushy tail attempting to reach inside a metal container placed on a stand on a grassy lawn. A white car is parked on a paved driveway to the left. A ginger cat approaches from the left, causing the squirrel to momentarily hesitate. The cat sits and observes the squirrel. The squirrel, undeterred, resumes its attempt to access the container. As the cat takes a step closer, the squirrel quickly moves away, its bushy tail twitching. The cat continues to watch the squirrel as it disappears from view. The environment appears to be a residential area on an overcast day.	In the video, a small squirrel is attempting to find food from a tray placed at the door when a cat suddenly appears. There is a potential for a fight between the two animals. Additionally, the cat may have escaped from its home, which is considered an anomaly.
smartbench_0010	Security	Abnormal	The video takes place at night in a driveway. Two vehicles, a dark-colored Jeep Grand Cherokee and a dark-colored RAM 1500 pickup truck, are parked next to each other. A person wearing light-colored clothing walks from behind the pickup truck towards the Jeep. The person's face is blurred. As they approach the driver's side of the Jeep, a voice announces, 'Hi, you are currently being recorded.' The person is startled by the voice and runs off back out of view behind the Jeep. The sound of leaves rustling suggests a slight breeze.	At the entrance of the house, an individual approaches a parked vehicle and attempts to open it. Upon hearing a voice broadcast, they quickly flee the scene. This may indicate a potential theft, and is considered an anomaly.
smartbench_0011	Security	Normal	The video, captured by a Ring doorbell camera, shows a woman with brown hair wearing a black shirt and black pants on a porch. The porch is decorated with an American flag, a wind chime, and string lights. The time of day appears to be late afternoon. The woman is dancing to the music playing in the video. She is holding green and white broom and a metal bucket. She proceeds to sweep the porch, moving the broom back and forth in a rhythmic motion. The environment is calm, with no significant changes in weather or lighting.	The video depicts a woman dancing while cleaning her porch, which is a common household chore. She uses a mop and bucket, standard cleaning tools. Her movements are consistent with cleaning, and there are no unusual environmental conditions or events. The presence of an American flag and typical suburban surroundings further suggest normalcy.
smartbench_0012	Pet Monitoring	Abnormal	The video, captured by a Ring doorbell camera, shows a fluffy orange cat perched on the railing of a porch. The cat repeatedly meows loudly towards the camera. The cat's tail occasionally twitches, and it shifts its weight from one paw to another. The environment appears to be a residential neighborhood with houses visible across the street. The weather is overcast, and there is a slight breeze rustling through the trees in the background. A black chair is seen at the bottom of the porch near the cat. No other individuals or animals are visible in the video.	A cat appears on the railing outside the door, continuously meowing at the camera. It is possible that the pet has escaped from home, which is considered an anomaly.
smartbench_0013	Wildlife	Normal	The video, captured at night in black and white by a Ring security camera, shows an owl perched on the edge of a bird bath. The owl dips its feet into the water repeatedly. After a few dips, it pauses, looks around, and then steps back on to the edge of the bird bath. The owl then briefly flutters its feathers. The owl remains on the edge of the bird bath for a few seconds before the video ends.	The video shows an owl using a bird bath at night. This is considered normal behavior. Also the calmness of the bird suggest a safe situation making the video normal event.
smartbench_0014	Pet Monitoring	Normal	The video, captured from a low angle, by a Ring security camera, shows the interior of a home. A black and gray doodle, possibly a labradoodle, is the central subject. Initially, the dog is stationary, looking directly at the camera with its ears perked up. It appears to be listening intently to a voice coming out of the camera. The dog's head tilts back and forth. It then looks up and away from the camera. The environment is well-lit, indicating daytime. The background reveals a dining area with chairs and a table, and a kitchen counter to the left. The overall atmosphere suggests a calm and normal domestic scene.	The video depicts a dog in a house. The dog is moving around freely and exhibiting playful behavior, which is typical for a pet in a familiar environment. There are no signs of distress or unusual activity. The environment appears safe and undisturbed, suggesting a normal situation within the house.
smartbench_0015	Wildlife	Abnormal	The video, captured by a Ring.com doorbell camera, shows a residential front porch. A gray mailbox is mounted on the wall to the right. A squirrel enters the frame from the right, climbing onto the mailbox. It reaches inside the mailbox, retrieves a small, red object, and quickly exits the scene with the object in its mouth. The squirrel is facing the mailbox and then turns to its right as it leaves. The environment appears to be daytime with overcast skies. There are bare trees visible in the background, suggesting it may be autumn or early spring.	An anomaly is observed as a squirrel takes items from a mailbox and flees when no one is around. This could potentially cause damage to the homeowner's property.
smartbench_0016	Security	Vague Abnormal	The video takes place in a backyard with a pool and a wooden deck. A man in blue swim trunks is standing on the deck, facing away from the camera, using a hose. A woman in a colorful dress is standing near the pool, using a pool skimmer. A man is relaxing in a hammock suspended above the pool. A small white dog is visible on the deck. The man in the blue swim trunks then sprays the woman with the hose causing her to yell. The man in the blue swim trunks turns around, smiling, as the woman laughs about the cold water from the hose. The environment is sunny and bright, suggesting a daytime setting during the summer.	A man suddenly sprays water from a hose onto a woman by the poolside, which could potentially startle her into falling into the pool. This is considered an ambiguous anomaly.
smartbench_0017	Pet Monitoring	Normal	The video, captured in black and white by a Ring indoor security camera, shows a kitchen. A white dog with black spots stands on its hind legs with its front paws on a dark-colored table in the foreground. The dog briefly looks to the right of the camera before looking back. It then jumps down off the table and out of the camera's view. The camera is positioned at a low height, likely on a countertop or shelf. The kitchen is cluttered with various items on the counters. The lighting in the room suggests it is nighttime, with the camera utilizing night vision.	The video depicts a dog standing on its hind legs, with its front paws resting on a table. The dog is looking around the room, its tail is wagging, and it appears to be curious about its surroundings. These behaviors are typical of a dog exploring its environment, especially in a familiar setting like a kitchen. There are no signs of distress, aggression, or unusual activity that would suggest anything out of the ordinary.
smartbench_0018	Security, Pet Monitoring, Kid Monitoring	Normal	The video, captured by a Ring.com smart home camera, shows a suburban street scene with a grassy front yard, a paved driveway, and a basketball hoop on the left. A white van is parked on the driveway, facing the street. Three dogs, two dark-colored and one white, are visible on the driveway. A man behind the white van at the end of the driveway throws a basketball into the basketball hoop. A young boy in a blue jacket and black pants reacts excitedly to the basketball going through the hoop and runs out onto the driveway. The boy then dabs. The weather is sunny with clear skies, indicating daytime.	The video depicts a normal scene of child playing in a driveway with their parent at home.The dogs are also outside playing. These are common behaviors in a typical household.
smartbench_0019	Security, Pet Monitoring	Normal	The video, captured by a Ring doorbell camera, shows a man in a black jacket and blue jeans at the entrance of a home with a white dog. The dog is wearing a harness and leash. The man greets the doorbell camera, holding up the dog and having it wave. He then puts the dog down and they both walk away from the front door. A woman's voice can be heard, calling out to the dog by name. The voice causes the man and the dog to return to the doorway. The woman continues to greet the dog, calling it 'baby boy'. The voice encourages the dog to be nice to 'dad'. The dog stands on its hind legs, placing its front paws on the wall. The woman laughs and says goodbye as the man and dog exit the view of the camera. The environment appears to be daytime with clear skies.	The video shows a man and his dog leaving the house to go for a walk. They spend some time interacting with the doorbell camera because a woman is watching and talking to them through the camera. The interactions are pleasant and playful throughout making the video a normal event.
smartbench_0020	Wildlife	Normal	The video, captured in night vision, shows the inside of a wooden box, likely a birdhouse. A barn owl occupies the majority of the frame. Initially, the owl is facing away from the camera, its body angled to the left. It then swivels its head 180 degrees to look directly at the camera, its large, dark eyes prominent on its white, heart-shaped face. After a brief pause, the owl dips its head down, out of the frame, before returning its gaze to the camera. The owl's plumage appears predominantly light gray with darker speckles. A cylindrical wooden object is positioned in the bottom right corner of the box, remaining static throughout the video. The environment is dimly lit, indicative of nighttime.	The video appears to be monitoring an owl in a birdhouse. The owl is calm and pleasant throughout the video, indicating a normal monitoring event.
smartbench_0021	Wildlife	Abnormal	The video, captured by a Ring doorbell camera, shows a residential street scene at dusk. A gray squirrel, carrying a piece of bread in its mouth, walks across the top of a black wooden fence. The squirrel pauses briefly, then leaps off the fence and out of sight. The camera continues to record the empty street scene for a few more seconds. The environment is calm, with no other significant activity observed. The sky is a mix of orange and blue hues, indicating the approaching evening. The trees in the background are bare, suggesting it might be autumn or winter.	A small squirrel is seen hopping around the front door of a house with food in its mouth. This behavior of wild animals could potentially cause damage to the homeowner's property and create inconvenience, thus it is considered an anomaly.
smartbench_0022	Security, Pet Monitoring	Vague Abnormal	The video, captured by a Ring indoor security camera, shows a brightly lit living room. A man in a white t-shirt and jeans is playfully interacting with a small dog, possibly a terrier mix. The dog is wearing a harness and appears very energetic, jumping and biting a toy the man is holding. The man, laughing, is pulled to the floor by the dog's enthusiastic tugging. He lays on the floor, continuing to playfully tug the toy with the dog. The man eventually lets go of the toy, surrendering it to the dog. Other furniture visible in the room includes a white sofa, a coffee table with a glass top, a birdcage with a bird inside, a fireplace, a lamp, and various decorative items. The floor is dark wood, partially covered by a patterned rug. The overall atmosphere is lighthearted and playful.	In the video, a man is playing with a dog in the living room. The dog bites onto an object, and the man attempts to pull it out. During this process, he slips and falls, which could potentially cause harm to his body. This is considered a vague anomaly.
smartbench_0023	Security	Normal	The video, captured by a Ring doorbell camera, shows a young man with glasses standing in the doorway of a garage. He is shirtless. A white car is parked under the cover of a house, behind the man. There is a trash can, and a car parked under a carport in the background. The man addresses the camera directly, requesting a 'Baconater' or similar item from Burger King with a medium Sprite and medium fries from his mom. The environment is daytime with natural light illuminating the scene. The weather appears to be sunny.	A teenage boy is requesting his mother to bring him a fast food meal. He is at the doorway of his home and his mother is presumably inside. This is a normal interaction between a mother and son.
smartbench_0024	Security	Normal	The video, captured by a Ring doorbell camera, shows a young woman documenting a countdown to leaving for college. Over several days, she stands on her porch, announces the remaining days, and is accompanied by family and friends with gifts and well wishes. Objects consistently present include the porch, a street with passing cars, and trees. In later segments, the woman holds a water bottle and keys. Environmental conditions shift from sunny to overcast with light rain. The woman's movements involve gesturing with her hands to indicate the countdown while carrying items. Other individuals appear in the video, offering gifts like a WSU Cardinals sign, balloons, and a sweatshirt. They often cheer and congratulate the woman.	The video depicts a young woman counting down the days before leaving for college. This is a common practice for students excited about starting a new chapter in their lives. Her family and friends participate in the countdown, showcasing typical celebratory behavior. The interactions, emotions, and actions are consistent with a positive and normal family event.
smartbench_0025	Baby Monitoring	Normal	The video, captured by a Ring doorbell camera, shows a woman and a toddler on a porch with a black metal railing. The toddler, wearing a patterned onesie, is initially holding a green frisbee and standing outside the railing. The woman, wearing glasses and a maroon shirt, tries to encourage the toddler to walk to her. The toddler takes a few steps towards the woman while still holding the frisbee. The woman excitedly continues to encourage the toddler, who eventually walks towards her. The woman picks up the toddler and hugs them. A man in a black shirt is visible in the background, observing the two interact whilst digging a hole. The environment appears to be a residential neighborhood on a cloudy day.	The video depicts a normal, heartwarming interaction between a mother and her child on their porch. The child, learning to walk, takes a few steps and is encouraged and celebrated by the mother. The environment is safe, and the interaction is typical of a family home.
smartbench_0026	Pet Monitoring	Normal	The video shows a small chicken coop illuminated by red heat lamps. The coop is made of wood and wire mesh, with a white plastic base. Inside, several baby chicks, mostly black and brown with a few white ones, move around a bed of straw. Three heat lamps with protective wire cages hang from the ceiling, providing warmth. A white plastic feeder and a blue-lidded waterer are placed on the straw. The chicks move freely, pecking at the straw and occasionally each other. The environment appears warm and dry, suitable for the chicks.	The video shows a group of baby chicks in a brooder. The chicks are moving around freely, pecking at the ground, and drinking water. The heat lamps are on, providing warmth for the chicks. These are all normal behaviors for baby chicks in a brooder environment.
smartbench_0027	Security	Abnormal	The video, captured from a high vantage point, likely a home security camera, shows a nighttime scene. Two cars, a black sedan (left) and a dark-colored SUV (right), are parked in a driveway. A person wearing dark clothing and a face covering is seen briefly between the vehicles. They appear to attempt to open the sedan's driver's side door, before quickly departing the scene. The environmental conditions are dark, illuminated by artificial light, suggesting a residential area at night. The camera remains stationary throughout the clip.	In the video, an individual approaches and attempts to open a vehicle parked at the entrance. After the lights turn on, they quickly drive away from the scene, suggesting possible theft. This is considered an anomaly.
smartbench_0028	Pet Monitoring	Normal	The video begins with a dog standing on a couch, howling in a living room. The dog is wearing a green collar with a tag. The living room is furnished with a couch, a coffee table, a TV stand, and a lamp. There are curtains on the window behind the couch. A dartboard and a hat rack are on the wall. The dog stops barking and looks at the camera as someone speaks through the camera, saying, "Minnow, it's okay. We'll be home soon." The dog wags its tail and jumps off the couch, approaching the camera. The person continues to speak through the camera, saying, "It's okay." The dog jumps up, attempting to reach the camera. The person laughs and says, "It's okay." The dog calms down and looks at the camera. The person says, "I love you." The dog wags its tail and barks. The person says, "I love you too. It's okay." The dog continues to howl. The person says, "Oh, Minnow. Puppy, home, don't cry." The dog looks at the camera.	This is a normal pet monitoring event. The dog appears to be bored and lonely at home. The dog's owner makes attempts to comfort him using the camera's microphone. The dog seems to calm down a little making the situation a normal event.
smartbench_0029	Wildlife	Abnormal	The night-vision video, shows a suburban home's front yard. A cougar walks from the right side of the path towards the left, passing behind a hanging plant. It briefly pauses to sniff at something on the ground near a porch pillar before disappearing out of sight. The environment is dark, illuminated only by the camera's night vision and a streetlight in the background. Several cars are parked on the street. The cougar's movements are deliberate and fluid.	A leopard appears at the doorstep of a house. Wild animals may cause damage to the homeowner's property, and even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0030	Pet Monitoring	Normal	The video, captured in night vision, shows a black cat resting inside a pet carrier. The carrier has a reflective material lining its interior and a white cushion inside. Initially, the cat lies on its side, facing the camera. It yawns widely, showing its teeth and the inside of its mouth. After yawning, the cat briefly grooms itself by licking its shoulder. Throughout the video, the cat remains relaxed and comfortable within the carrier. The environment appears calm and quiet, with no significant changes in lighting or sound.	This video shows a normal pet monitoring event. The cat is calm and relaxed while laying in the carrier throughout the entire video.
smartbench_0031	Security, Wildlife	Abnormal	The video, captured by a Ring doorbell camera at night in black and white, shows a narrow walkway between two brick walls. A woman and shirtless man in basketball shorts appear, entering the walkway. The woman is seen running away from the camera, possibly scared from a bee or wasp. The man is carrying an object, possibly a plate with food. He is initially startled then comments about the bugs. He approaches the bugs and laughs before becoming scared as well. The camera captures their movement as they run away from the camera and out of sight. The video ends with the walkway empty.	An anomaly occurred when a woman and a man were leaving a building and were suddenly startled by a hornet flying out of the entrance. The hornet posed a potential threat of stinging, causing distress and inconvenience to the individuals.
smartbench_0032	Security, Baby Monitoring	Normal	The video, captured by a Ring doorbell camera, shows a man and a woman initially leaving their house. The man, wearing a green sweatshirt, smiles and shows the camera an empty baby basket. The woman, wearing a blue sweater, carries a white blanket. The environment is overcast with a gray sky. The couple is then seen walking towards their house, passing a green trash bin on their left. The man again smiles and shows the camera the baby basket, which now shows a newborn baby inside of it. The woman smiles and looks at the baby then the camera. The house has a wooden fence surrounding the property. A white van is parked across the street.	The video shows a relatively normal security monitoring event at the entrance of a home. A couple is seen displaying their newborn baby to the doorbell camera. The people are calm and happy throughout the video, showing no signs of distress or concern.
smartbench_0033	Kid Monitoring	Normal	The video, captured by a Ring doorbell camera, shows a young girl, Sophie, leaving her house. She is wearing a pink backpack. A woman wearing glasses and a face mask follows closely behind her. The woman closes the door behind her. Sophie's dad uses the doorbell camera to say goodbye to her. Her dad says, "Have a good day at school." Sophie turns around and responds with, "Okay, you too." The Sophie and the woman then walk away from the house. The environment appears to be a sunny day, with the sun casting shadows on the ground.	The video depicts a normal event of a child leaving home to go to school and being bid farewell by her dad. The child is carrying a backpack, which is typical for students. Her mom is leaving with her as well, indicating that she is taking her child to school. The interactions between the child and parents appears ordinary and safe.
smartbench_0034	Wildlife	Abnormal	The video, captured at night by a Ring.com security camera, shows two deer on a residential property. The footage is in night vision, giving the scene a grayscale appearance. The deer are initially seen in the driveway, facing the house. They appear to be grazing or searching for food. The deer then walk towards the camera, stopping briefly on the front steps. One deer turns and walks along the edge of the driveway, while the other remains on the steps, looking around. The deer on the driveway eventually rejoins the other on the steps before both disappear from view. The environment is dark, illuminated only by the camera's night vision. The area appears to be landscaped with trees and shrubs visible in the background.	Two deer appeared at the front door of a house and began eating the plants there. They were scared off by the barking of a dog. Wild animals like these could potentially cause damage to the homeowner's property and create inconvenience, which is considered an anomaly.
smartbench_0035	Wildlife, Pet Monitoring	Abnormal	The video, captured by a Ring security camera at night, shows a wooden deck with wooden railings. A gray and white cat is perched on the railing. A raccoon walks up the stairs onto the deck. The raccoon walks towards the cat, stopping at the bottom of the stairs. The cat hisses at the raccoon. The raccoon turns and runs away from the cat, exiting the deck the way it came. The cat watches the raccoon leave. The cat briefly looks away from the raccoon before turning its head to watch the raccoon leave again.	A cat appears in the wild, which could be a pet that has escaped from home. Furthermore, the presence of a raccoon could potentially harm the cat, which is considered an anomaly.
smartbench_0036	Pet Monitoring	Normal	The video, captured by a Ring indoor security camera, shows a living room scene. A woman is lying on her stomach on a large gray couch, her head raised up as she is looking at a smartphone laying on the couch. A black and white rabbit is sitting on the couch beside her. The rabbit approaches the woman she gives it a quick kiss. The woman laughs and pets the rabbit. A black and green treadmill is partially visible on the left side of the frame. A small wooden dollhouse is on the floor behind the couch. Two pet food bowls are on the floor near the treadmill. The room is well-lit with natural light coming through a window out of frame. The overall atmosphere is calm and cheerful.	The video depicts a woman relaxing on a couch in her living room, engaging with her pet rabbit. The rabbit approaches her and initiates interaction, to which she responds playfully. The environment remains consistent, and the interaction between the woman and her pet falls within the realm of typical human-animal companionship.
smartbench_0037	Pet Monitoring	Abnormal	The video, captured by a Ring doorbell camera, shows a grey Weimaraner dog standing on the doorstep of a house. The dog repeatedly attempts to get into the house by scratching at the front door while standing on its hind legs. The environment appears to be a residential area with a paved driveway and a silver Mercedes-Benz car parked in the background. The weather is overcast.	An anomaly is observed where a dog is alone at the front door of a house, ringing the doorbell. The pet is outside without its owner, suggesting that it may have escaped from the house.
smartbench_0038	Security, Wildlife	Abnormal	The video, captured at night in black and white, shows a woman entering a house. She is wearing a tank top and pants. There is a black SUV parked in the driveway. The SUV's headlights are off. After the woman enters out of view into the house, a raccoon is seen crawling out of the back window of the SUV. The raccoon climbs on top of the SUV and looks at the camera. A motorcycle is parked behind the SUV. The environment is dark, illuminated only by a dim porch light and the camera's night vision.	A small raccoon appeared inside a car parked at the front door of a house and climbed out of the car window. Wild animals may cause damage to the homeowner's property or even attack people, causing trouble. This is considered an anomaly.
smartbench_0039	Pet Monitoring	Abnormal	The video, captured by a Ring security camera, shows a front yard with a gravel driveway and grass. A gray pickup truck is parked on the left side of the driveway. Several potted plants, some with distinctive red leaves, are arranged in a line across the yard. A black piglet runs from around the yard, passing behind the plants. A rooster with brown and black plumage is being chased by the piglet, moving erratic the direction. The rooster exits the bottom left of the frame. The piglet exits the frame soon after, following the rooster. The weather appears overcast.	A wild boar appeared in the yard and chased several chickens around. Wild animals could potentially damage the homeowner's property, or even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0040	Pet Monitoring	Abnormal	The video, captured by a Ring doorbell camera, shows a husky dog with a light brown and white coat. The dog is initially standing on a dirt patch beside a wooden wagon containing potted plants. It walks towards the camera, which is positioned on a porch with a decorative white plate visible in the bottom right corner. The dog pauses briefly in front of the camera and picks up a bag laying at the entrance. The dog then turns and runs towards the right edge of the frame. The camera captures a wider view of the street, revealing a parked pickup truck in the background. Other dogs can be heard barking from off-camera. The environment is sunny with a clear sky.	A dog appeared at the front door of a house and ran away with items from the doorstep, causing property damage to the homeowner and causing inconvenience. The pet was outside alone without its owner, which could indicate that the pet had escaped from home. This is considered an anomaly.
smartbench_0041	Pet Monitoring	Normal	The video, captured at night by a Ring doorbell camera, shows a white cat approaching the front door of a house. The cat jumps onto the porch and sniffs around the doorbell. After a few seconds, the cat turns and jumps off the porch, disappearing from view. The environment is dark, illuminated only by the camera's night vision and a streetlight visible in the background. A car is parked across the street, remaining stationary throughout the video.	The video shows a pet monitoring event. The cat appears to be calm as it looks around the entrance. There is nothing unusual or concerning happening, making the video a normal event.
smartbench_0042	Security	Normal	The video, captured by a Ring doorbell camera, shows a woman standing on a porch with an opened cardboard box in her hand. She is wearing a black sweater and white sneakers. The porch is small and leads to a driveway with a few parked cars visible in the background. The weather appears to be sunny. The woman bends down and places the box on top of a pink storage container with drawers. She opens one of the drawers, revealing its contents. After a brief pause, she closes the drawer and picks up the box. Throughout the video she is having a conversation with a person through the doorbell camera.	The video depicts a possible solicitor talking to a person using the doorbell camera. The conversation appears to be casual and pleasant as the person shows off the pink storage case. The event appears to be a normal interaction with a solicitor.
smartbench_0043	Wildlife	Abnormal	The video, captured at night by a Ring doorbell camera, shows a brown bear on the porch of a house. The bear, faces away from the camera initially, then turns and approaches the camera, sniffing it. It then moves towards the front door and briefly sniffs at the window. The bear then turns around and walks away from the house, descending the porch steps. A parked car is visible in the driveway. The environment is dark, illuminated only by the porch light and the camera's night vision.	An anomaly is observed as a bear appears at the doorstep of a house. Wild animals like this could potentially cause damage to the homeowner's property, or even attack humans and other animals, causing trouble.
smartbench_0044	Wildlife	Abnormal	The video, captured in night vision by a Ring doorbell camera, shows a bobcat standing on a brick ledge outside a home. The bobcat is positioned to the left of a window, peering inside. It appears to be scratching at the front door. The bobcat then jumps down, letting go of the ledge and disappears from view. The camera continues to record the empty street scene, illuminated by a streetlight in the distance. The environment is dark, indicative of nighttime.	A leopard is attempting to damage the front door of a house. Wild animals like this can potentially cause property damage to homeowners, and even attack humans and other animals, causing trouble. This is considered an anomaly.
smartbench_0045	Pet Monitoring	Normal	The video shows a chicken coop with a brown tarp roof. A brown hen is swinging on a wooden perch suspended from the roof. The hen rocks back and forth on the perch, occasionally flapping its wings. It then jumps off the perch and walks away. A second, black hen is visible in the background, walking on the ground. The coop is enclosed by a wire mesh fence. The ground is covered with wood chips. A small, wooden chicken coop with a white door and windows is located in the background. Several red and white chicken feeders are scattered throughout the coop. The environment appears to be overcast.	The video shows a chicken coop with chickens moving freely inside. One chicken jumps up and down on a hanging piece of wood, which is a normal chicken behavior often seen as play. The other chicken moves around the coop, also exhibiting typical chicken behavior. The environment appears safe and suitable for chickens.
smartbench_0046	Other Category	Normal	The video, captured by a Ring.com doorbell camera, shows a residential street at night. Two cars are parked in the driveway, partially obscured by hedges. The environment is dark, illuminated only by the camera's night vision and a streetlight in the distance. At approximately 0:01 seconds, a bright green meteor streaks across the sky from left to right, briefly illuminating the surroundings. The meteor leaves a faint trail as it descends, disappearing out of frame after approximately 1 second. No other significant events or movements are observed.	The video shows a typical night scene in a residential area. A bright object, likely a meteor, streaks across the sky. This is a natural phenomenon. The rest of the environment remains still, suggesting no human or animal movement triggered the recording.
smartbench_0047	Wildlife	Abnormal	The night vision security footage captures a backyard with a concrete patio on the right. A small animal, likely a raccoon, with a distinctive ringed tail, enters from the left. It approaches a round looking fruit that has been cut in half that is laying on the ground. It sniffs it then grabs it with its mouth. It then quickly turns around to the patio.	An opossum appeared at the front door of a house and carried away the food left there. This caused damage to the homeowner's property and even attacked people and other animals, causing trouble. This is considered an anomaly.
smartbench_0048	Security	Normal	The video, captured by a Ring doorbell camera, shows a man standing at the front door of a house. He is holding a McDonald's bag and a drink. The man calls for someone named 'Cam' to come out to be seen by the doorbell camera. A young boy appears, wearing a blue and white shirt. The man asks the woman using the doorbell camera if he can see him through the camera. The woman on the other end of the camera says 'I can see him looking at me'. The boy then asks if the woman is inside the doorbell. This causes the woman to laugh and say no. The man then tells the boy that he can't get inside the doorbell and urges him to come inside the house. The boy then walks away from the camera, and the video ends.	The video shows a fun interaction between a man and a boy using the doorbell camera to talk to a woman at the other end. The entire conversation is light hearted and innocent making the event unconcerning.
smartbench_0049	Security	Abnormal	The video, captured from a Ring security camera at night, shows a driveway with a silver car parked on the right and a black pickup truck with an attached trailer parked on the left. A man in dark clothing walks from the street towards the pickup truck. He briefly pauses by the driver's side door, seemingly trying to open it. The camera's motion sensor activates, prompting a voice to announce, 'Hi, you are currently being recorded.' The man is startled, then quickly walks away from the truck and exits the camera's view. The environment is dimly lit, with streetlights illuminating the background.	In the video, several individuals are loitering on the street. One of them approaches and attempts to open a parked vehicle near the entrance. Upon the activation of the camera alarm, they quickly flee the scene. This could potentially be an act of theft, and is therefore considered an anomaly.
smartbench_0050	Kid Monitoring	Normal	The video, captured by a Ring doorbell camera, shows a young boy wearing a yellow bike helmet approaching the front door of a house. A person using the doorbell camera excitedly tells the young boy that he 'shrunk' and is now tiny and inside the camera. This causes the young boy to press his face close to the camera lens to try to look inside. A young girl's face briefly appears to also look at the camera. The boy then expresses concern about the person being stuck. He wipes his nose on his sleeve and looks around anxiously. The person using the camera reassures him that it's okay and he can get out. The video ends with the boy looking down at the girl to tell her that 'He can get back out.'	The video shows a fun interaction between a camera user and two children. The environment appears calm and safe. The entire interaction is jovial and light hearted, showing no signs of distress or serious concerns for the children.
smartbench_0051	Wildlife	Abnormal	The video, captured by a Ring security camera, shows a herd of elk on a residential property. The video begins with three elk walking across the driveway. The video's view changes revealing a wider view of the street as the elk continue walking. The sun is setting in the background, casting a warm glow over the snow-dusted landscape. The elk proceed to cross the street, passing in front of a neighboring house. The camera then focuses back on the original three elk as they walk across the driveway once more. The video ends with the elk exiting the frame.	A group of deer appeared at the front door of a house. Wild animals could potentially cause damage to the homeowner's property and bring trouble, which is considered an anomaly.
smartbench_0052	Pet Monitoring	Abnormal	The night-vision video, likely from a smart doorbell camera, shows a porch and driveway. Two cars, a Chevrolet Silverado and a Nissan Altima, are parked in the driveway. A black dog is lying on the lawn near the porch. A black Labrador Retriever approaches a white paper bag on the porch, picks it up, and carries it down the steps. The Labrador walks towards the other dog, who remains lying down. The Labrador carries the bag and walks out of the frame. The video ends with the second dog still lying on the lawn.	Two dogs appear at the front door of a house, one of which snatches a package from the doorstep and runs away, causing damage to the homeowner's property. The pets are outside alone without their owner, which could indicate that they have escaped from home. This is considered an anomaly.
smartbench_0053	Wildlife	Abnormal	The video, captured at night by a Ring.com home security camera, shows a buck with small antlers grazing on a lawn beside a driveway. A fox is sitting on the driveway, watching the deer. The deer walks towards the fox, causing the fox to then turn and walk away. The deer continues to walk across the driveway into the other side of the lawn. The environment is dark, illuminated only by the camera and a streetlight in the background.	A deer and a fox appear at the front door of a house. The fox is scared away by the approaching deer. Wild animals may cause damage to the homeowner's property, and even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0054	Wildlife	Abnormal	The video, captured by a ceiling-mounted camera, shows an office environment with two women. The camera's perspective is from a high angle, overlooking a desk with a computer, chairs, and a sofa in the background. Initially, both women are seated at their respective desks. Suddenly, a small animal, possibly a squirrel, darts across the room from left to right. The two woman reacts immediately, jumping onto their desks in fear. Another woman is shown in an adjacent room, closing the door out of fear. The video ends with one of the woman getting off her desk to go close the door after the small animal has went through it.	A squirrel appeared inside a house, startling two women present. Wild animals can potentially cause damage to the homeowner's property and create inconvenience, which is considered an anomaly.
smartbench_0055	Wildlife	Vague Abnormal	The video, captured by a Ring security camera at night, shows a raccoon on a porch. The raccoon, facing the camera, is initially standing on its hind legs beside a small, white table with a statue on top. It then drops to all fours and approaches a metal dog bowl on the ground. After briefly sniffing the bowl, the raccoon turns and walks towards the camera, its eyes reflecting the camera's infrared light. The raccoon then turns again and walks away from the camera, its bushy tail disappearing off-screen. The camera continues to film the empty porch and yard for a few seconds. The environment is dark, illuminated only by the camera's night vision and distant streetlights.	A small raccoon appears at the front door of a house. Wild animals may cause damage to the homeowner's property and bring trouble, which is considered an anomaly.
smartbench_0056	Wildlife	Abnormal	The video, captured by a Ring doorbell camera, shows a family of brown bears approaching the front door of a house at night. The bears, one slightly larger than the other, walk directly towards the door. The larger bear stands on its hind legs and pushes on the door with its front paws, briefly obscuring the camera's view. The smaller bears are shown to be interacting with a pumpkin on the ground. The bears then leave the porch and walk away.	Multiple bears appeared at the front door of a house, attempting to damage the property. Two of the bears were seen gnawing at the pumpkins by the door, causing damage to the homeowner's property. They even attacked people and other animals, causing trouble and distress. This is considered an anomaly.
smartbench_0057	Security	Normal	The video, captured by a Ring doorbell camera, shows a porch scene with a man and a young boy. The porch is decorated for Christmas with garland-wrapped pillars and a festive flag. A white car is parked in the driveway. The boy, wearing a red sweater, is initially dancing on the porch as the man watches, carrying a large, dark-colored bag. The man comments, 'Oh, okay,' seemingly in response to the boy's dancing. He continues talking to the boy, who shows more dance moves to the man. The man then remarks, 'Mom's gonna love this,' and instructs the boy to 'show her' as they both head inside the house. The weather appears overcast.	The video depicts a normal family interaction on a house porch. A father and son are engaging in playful banter. The father is holding a bag, possibly containing groceries or packages. The son is excitedly describing something to his father. The environment appears safe and ordinary, with no signs of unusual or suspicious activity.
smartbench_0058	Pet Monitoring	Normal	The video, captured by a Ring security camera, shows a grassy backyard scene on a cloudy day. A man in a beige jumpsuit and blue cap is seen interacting with a medium-sized brown dog. The dog excitedly jumps around the man as he walks. Two cars, a black sedan and a silver SUV, are parked on the right side of the yard. A yellow chicken coop with a small ramp is visible in the background, with at least one chicken present. The man briefly bends down, possibly giving the dog a treat or toy. He then walks towards the left side of the yard, the dog following closely behind. The man appears to be talking to the dog, although the audio is unclear. The overall atmosphere suggests a casual and playful interaction between the man and his dog in their backyard.	The video shows a normal pet monitoring event. The man and the dog are playing with each other throughout the whole video. Nothing else in the video shows any signs of distress or concern making the event normal.
smartbench_0059	Wildlife	Abnormal	The nighttime video, captured by a Ring security camera, shows a black bear in a residential driveway. The bear, initially at the far end of the driveway, walks towards a white picket fence. It then stands on its hind legs, reaching the top of the fence with its front paws, and shakes the fence. The bear then drops back down and turns around to walk away, exiting the frame on the right.	A bear appears at the front door of a house and stands up, attempting to damage the fence. Wild animals like this could potentially cause harm to the homeowner's property, or even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0060	Wildlife	Abnormal	The video, captured from a Ring doorbell camera, shows a white squirrel on a porch. The squirrel, initially out of frame, climbs up a decorative twig structure adorned with pinecones. The squirrel, with its bushy white tail prominent, reaches the top and begins eating something, likely nuts, placed there. After a few bites, the squirrel turns around on the structure, its back to the camera, and continues eating. The camera captures a clear view of the squirrel's white fur and long, fluffy tail. The environment suggests an autumn day with fallen leaves scattered on the porch and a grassy lawn visible in the background. The trees in the background have shed most of their leaves.	A squirrel appears at the front door of a house. Wild animals may cause damage to the homeowner's property and bring trouble, which is considered an anomaly.
smartbench_0061	Wildlife	Abnormal	The video, captured by a Ring doorbell camera, shows a bear on the porch of a house. The bear, brown in color, first appears sniffing around a decorative wagon wheel to the left of the door. It then turns towards the camera, briefly making eye contact, before turning its attention to the door. The bear sniffs at the door and appears to try and push it open. It then walks across the porch, passing a rocking chair and a potted plant, before exiting to the left. The porch is made of wood and has a dark grey mat by the door. The surrounding environment appears to be wooded, with trees visible through the porch railings. The time of day appears to be early morning or late evening, as there is a dim light outside.	Two bears are attempting to cause damage at the front door of a house, and are biting the pumpkins there. Wild animals may potentially harm the homeowner's property, or even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0062	Pet Monitoring	Normal	The video begins with a view of a bedroom. A wooden bed with white sheets and various pillows is visible. Two nightstands flank the bed, each with a lamp. A small dog jumps onto the bed from the right side and walks towards the left. The dog, a black Miniature Schnauzer wearing a pink collar, pauses briefly in the center of the bed. It then proceeds to walk towards the foot of the bed, stopping at the edge. The dog looks around the room and lets out a tired howl before the video ends.	The video depicts a dog moving freely around a bedroom. The dog jumps on and off the bed, walks around, and growls. These are all typical behaviors for a dog in a familiar environment. There are no signs of distress, unusual behavior, or external threats. The environment appears safe and undisturbed.
smartbench_0063	Pet Monitoring	Normal	The nighttime video, captured by a Ring doorbell camera, shows a woman standing on a porch with a cat. The cat, with light and dark fur, stands on the porch's left side, facing the woman. The woman, wearing a light-colored tank top, stands slightly turned to her right. She gently pets the cat's head and back with her right hand, her arm moving in a smooth, back-and-forth motion. The cat rubs against her hand, seemingly enjoying the affection. In the background, a residential street is visible with parked cars and some distant houses. The environment is dark, illuminated only by the camera's night vision and streetlights.	The video shows a normal pet monitoring event. The cat in the woman in the video are calm and the woman pets the cat throughout the entire video. There are no signs of distress or disturbances making the video a normal event.
smartbench_0064	Pet Monitoring	Abnormal	The video, captured from a high-angle camera at night, shows a wooden fence adorned with white string lights. A gray cat is perched atop the fence, initially facing the camera. The cat briefly prepares itself, then jumps onto the roof above where the camera is positioned. The camera shakes slightly as the cat jumps and struggles to get onto the roof. The background reveals a partially visible car parked on a gravel driveway and a house in the distance. The environment is dark, illuminated only by the string lights and a dim light source near the house.	A cat appears at the front door of a house and jumps from the fence to the roof. The pet is outdoors alone without its owner, which could indicate that the pet has escaped from the house. This is considered an anomaly.
smartbench_0065	Pet Monitoring	Abnormal	The video, captured by a Ring indoor security camera, shows a living room with two sofas, a coffee table, a plant, and a vacuum cleaner. The room is dimly lit, with light coming from a lamp and a window with blinds. Initially, a black dog is lying on the right sofa. It gets up, jumps off the sofa, and runs out of the camera's view. The dog reappears, running across the room and disappearing again. It returns, jumps onto the left sofa, lies down briefly, and then jumps off again. The dog runs around the room, briefly leaving the camera's view several times. Finally, it jumps back onto the one of the sofas and stands on the seat, looking towards the door, which is out of the camera's view.	A dog is seen running wildly in the living room while home alone, and even drags the sofa cushions onto the floor. This behavior could potentially cause damage to the owner's property and is therefore considered an anomaly.
smartbench_0066	Wildlife	Abnormal	The video, captured at night by a Ring security camera, shows a backyard with a wooden deck on the left and a small white building on the right. Two black bears are in the yard. They appear to be sniffing the ground near the deck's stairs. The bears then engage in playful wrestling, standing on their hind legs and swatting at each other. They fall to the ground and continue to playfully wrestle throughout the rest of the video.	Two bears appeared in the yard and were biting each other. Wild animals may cause damage to the homeowner's property, and even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0067	Senior Care	Vague Abnormal	The video, captured by a Ring security camera, shows a residential street scene with two pickup trucks parked in a driveway. A man in a motorized recliner enters the frame from the left, driving on the sidewalk. He continues driving down the sidewalk, passing a fire hydrant and exiting the frame to the right. The environment appears to be a sunny, late afternoon in a suburban neighborhood. The grass is brown and dry, suggesting it may be autumn or winter.	In the video, a person is seen sitting on a rapidly moving sofa. The sofa appears to be out of control, which could potentially cause harm to the individual. This is considered an ambiguous anomaly.
smartbench_0068	Pet Monitoring	Abnormal	The video, captured by a Ring security camera, shows a backyard scene with a chicken coop, various plants, and decorative items. A large gray cat enters the frame from the right, walks across the patio, circling around the coop. The cat appears to be trying to find a way inside the chicken coop. Several chickens are visible inside the fenced-in coop area, some moving around and pecking at the ground. The cat's presence seems to be agitating and frightening the chickens. The environment appears to be daytime with overcast skies. There are no significant changes in the environment during the video.	A wild animal appears near the chicken coop and attempts to damage the fence and harm the poultry. This could potentially cause damage to the homeowner's property, or even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0069	Wildlife	Abnormal	The video, captured by a Ring doorbell camera, shows a great blue heron on the paved driveway of a house. The heron walks towards the camera, briefly pausing at the edge of the driveway. It then proceeds to walk onto the porch. The heron looks around, extending its neck upwards. After a few seconds, it walks back down the steps and onto the driveway. The heron then walks out of the view of the camera. The environment appears to be a sunny day, with trees and a well-maintained lawn visible in the background. An American flag hangs on the wall of the house, indicating a possible location in the United States.	An anomaly is observed as a red-crowned crane appears at the doorstep of a house. Wild animals could potentially cause damage to the homeowner's property and bring about inconvenience, hence this is considered unusual.
smartbench_0070	Wildlife	Abnormal	The video, captured at night by a Ring security camera, shows a white Subaru SUV parked under a carport. A black bear approaches the vehicle from the bottom side of the frame. It stops briefly at the rear of the car before moving towards the front passenger door. The bear successfully opens the car door, triggering the car's interior lights. The environment is dark, illuminated only by the security camera and the car's interior lights when the door is open. There are no other significant movements or changes in the environment observed.	Multiple bears appeared in the yard and even broke into the car, attempting to cause damage. This resulted in property damage for the homeowner and even attacks on humans and other animals, causing trouble. This is considered an anomaly.
smartbench_0071	Security, Wildlife	Abnormal	The video, captured by a Ring doorbell camera, shows a brightly lit entryway to a house. A woman wearing a gray t-shirt, orange shorts, and sandals. She is holding a smartphone in her right hand and bug spray in her left hand. She stops briefly, raises the spray can and sprays it around at the bugs at the entrance. The bugs then begin to attack her because of the spraying. This causes the woman to scream and run away from the entrance. A silver SUV is visible in the background, parked on the street facing the house. The environment is sunny and appears to be daytime.	A woman is exterminating pests with insecticide at the front door of a house. Several hornets attack the woman, causing her harm. This is considered an anomaly.
smartbench_0072	Security	Vague Abnormal	The video, captured by a Ring security camera, shows a blue SUV parked in a driveway. A teal kayak is secured to the roof of the vehicle. The camera's perspective is from above, offering a wide view of the driveway and the street beyond. The blue SUV attempts to enter the garage but is unable to as the teal kayak hits the wall above the garage. This causes the blue SUV to back up and the driver, a woman wearing sunglasses and a white shirt, exits the blue SUV and walks towards the house. The environment is well-lit, suggesting a sunny day.	During the process of a car entering a garage, an accident occurred due to the paddleboard on the car roof being too high, resulting in property damage. This is considered a vague anomaly.
smartbench_0073	Wildlife	Abnormal	The video shows three deer in a backyard with a small, rocky pond. The pond has a small waterfall feature on the right side. Two deer are drinking from the pond, one on the left and one in the center. The third deer is standing on the far left of the frame. The deer on the far left walks up to the pond and looks around. It then jumps into the pond, landing on the right side of the pond. This scares the deer that was drinking in the center. The deer on the left continues to drink. They all briefly look around. The deer in the center turns to face the camera. The deer on the left then continues to drink from the pond. The environment is sunny with clear skies.	Multiple deer appear around the pool and jump in to drink. Wild animals may cause damage to the homeowner's property and bring trouble, which is considered an anomaly.
smartbench_0074	Wildlife	Abnormal	The video, captured by a Ring doorbell camera, shows a covered entryway to a house with a stone facade. A black car is parked in the driveway to the right. The time is dusk, with the sky showing a deep blue hue. A small deer enters the frame and approaches a flower pot at the entrance. It briefly lowers its head to the pot, seemingly eating. A voice, likely from a remote user viewing the live feed, is heard saying, 'Get away from my front door.' The deer is startled by the voice and flees quickly across the driveway and out of sight to the left. The voice of the remote user begins to laugh as the deer runs away. The sound of rustling leaves suggests the deer's swift movement through the foliage.	A deer appeared at the front door of a house and began eating the plants there. It fled upon the homeowner's warning. Wild animals can potentially cause damage to the homeowner's property and create trouble, which is considered an anomaly.
smartbench_0075	Pet Monitoring	Normal	The video takes place on a wooden porch with a red railing. A woman wearing a white shirt and patterned pants is trying to get a large, light-colored dog to go outside. It is raining, and the dog is hesitant. The woman points to the rain and tells the dog, about it. The dog remains on the porch, observing the rain. A green leash is attached to the railing. The woman eventually turns and walks away, and the dog follows her out of frame. The porch is decorated for Halloween with a ghost poster visible on the right side.	The video shows a common pet monitoring event. The interactions between the woman and the dog are unconcerning as they observe the weather outside. The environment appears safe and normal.
smartbench_0076	Security	Normal	The video, captured by a Ring doorbell camera, shows a woman with long brown hair wearing a white tank top, black shorts, a white baseball cap, and pink running shoes. She is standing on a porch with a stone pillar to her left and a stone pillar to her right. She is wearing a black waist pack with two water bottles. The woman places her phone down on the edge of the column and begins dancing. She raises her arms above her head, twists her upper body from side to side, doing many different dance moves. A voice can be heard from a person using the doorbell camera to watch and enjoy the dance moves. The weather is sunny and clear. There are no significant changes in the environment during the video.	The video shows a fun interaction using the doorbell camera. A woman dances in front of the camera for the entire video. Nothing else happens that is concerning or uncommon, making this video normal.
smartbench_0077	Wildlife	Abnormal	The video, captured by a Ring.com security camera, shows a backyard scene with a wooden deck on the right and lush greenery on the left. A thin wire stretches across the yard. The ground is damp, suggesting recent rainfall. A black bear approaches the wire. It encounters the wire and briefly stands on its hind legs, appearing to examine it and bite on it. The bear then drops back down as it pulls the wire down to the ground, momentarily pausing and looking down. It proceeds to walk towards to the right and exits the frame. The bear's demeanor appears curious rather than aggressive.	An anomaly is observed as a bear appears in the yard, breaking ropes and causing damage to the homeowner's property. It even attacks people and other animals, causing trouble and distress.
smartbench_0078	Pet Monitoring	Normal	The video, captured at night by a Ring doorbell camera, shows a woman ascending concrete steps towards a house. She carries a small, fluffy, tan dog with a black collar. The dog's name tag reads 'Louie'. The woman, smiling, lifts the dog towards the camera, saying, 'Sassy Louie'. She then brings the dog closer to her face as she laughs and says, 'This is the face of a sassy dog'. The woman then opens the door and enters the house. The door closes behind her. Two garbage bins stand beside the steps, and a car is parked in the driveway to the right. Fallen leaves are scattered on the ground. The night is dark, and the air appears damp.	The video shows a normal and unconcerning of a woman entering her house carrying her dog. She is happy throughout and shows the dog off to the camera, while making jovial comments about the dog.
smartbench_0079	Security	Abnormal	The video, captured by a Ring.com security camera, begins with a view of a driveway at night. Two cars, a dark gray pickup truck and a dark-colored SUV, are parked in the driveway. A person wearing a hooded sweatshirt and shorts walks into the frame from the right, passing between the two vehicles. As the person approaches the door, the camera's night vision activates, illuminating the scene with a greenish light. The SUV is now clearly a dark red color. A voice from the Ring camera system announces, 'Hi, you are currently being recorded.' This causes the person to turn around and walk away, exiting the frame. The video ends with the two vehicles stationary in the driveway.	In the video, an individual approaches and attempts to open a vehicle parked at the entrance. Upon the activation of the camera alarm, the person quickly flees the scene. This could potentially indicate theft, and is therefore considered an anomaly.
smartbench_0080	Wildlife	Abnormal	The video, captured by a Ring doorbell camera at night, shows a black bear approaching the front door of a house. The bear, facing the camera, briefly looks around before standing on its hind legs. The bear's actions are calm and curious, appearing to try to look through the door or window behind the camera. The bear then drops back down on all fours and turns around. The environment is dark, illuminated only by the porch light and the camera's night vision. A car is partially visible parked in the driveway behind the bear.	Multiple black bears appear at the front door of a house. Wild animals may cause damage to the homeowner's property, and even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0081	Pet Monitoring	Vague Abnormal	The video begins with a golden retriever standing on top of a dining room table. The dog is facing left, looking down at something on the table. The dog's tail is wagging slightly. The room is dimly lit, with a light on in the ceiling. There are chairs around the table, and a fireplace is visible in the background. A woman's voice can be heard, speaking in Spanish. She is telling the dog to get down from the table. The dog turns its head to look at the camera and wags its tail as the woman continues to tell it to get down. The dog jumps down from the table and walks towards the camera. The camera lens is obscured as the dog approaches the camera.	A dog is caught stealing food from the table. After being warned by its owner, the dog flees from the table, causing damage to the homeowner's property. This behavior is troublesome and is considered an anomaly.
smartbench_0082	Kid Monitoring	Normal	The video takes place at night in front of a house, illuminated by outdoor lighting. A man with dark hair and a beard is holding a young boy in a blue and white striped shirt. They are standing in front of a Ring doorbell camera. The child initially appears surprised, opening his mouth wide. The man speaks to the child in Spanish, asking him 'Who is going to answer?' The child doesn't respond verbally. The man then says 'Mama?' and kisses the child on the cheek. The child looks around making a mumbled noise. The man continues to hold the child as they stand in front of the house.	The video shows a man holding a young child approaching their house. The man is talking to the child and trying to engage him in a conversation. The child is responsive and interacts with the man. The overall interaction suggests a normal father-son relationship. The environment is well-lit and appears safe. There are no signs of forced entry, suspicious individuals, or unusual activities that would indicate a security threat.
smartbench_0083	Security	Abnormal	The video, captured from a high-angle camera presumably mounted on a house, shows a backyard scene at night. The footage is initially dark, illuminated only by a dim light source. A white patio umbrella, partially closed, is positioned in the center of a paved patio area. A round table and two chairs are situated beneath the umbrella. To the left, a barbecue grill is visible. The rest of the backyard is covered in grass. A person, barely discernible in the darkness, walks from the left edge of the frame towards the patio, briefly illuminated by a motion-activated light. Once illuminated person hesitates then turns and runs off to leave the backyard, exiting on the right. The rest of the video shows no further movement.	A person appears at the door of a house, attempting to steal items. They flee the scene after triggering the alarm. This is considered an anomaly due to the presence of theft.
smartbench_0084	Pet Monitoring	Normal	The video footage, captured by a Ring security camera, reveals the interior of a chicken coop. Four ducklings are seen moving freely, pecking at food in a red bowl on the ground. A metal water basin and a gray trash bin are positioned near the coop's entrance. A wooden ramp connects the coop to the outside. As a woman enters the coop, the ducklings scatter, startled by her arrival. She observes their reaction, noting their swift response to her presence. She then converses with someone watching through the security camera, the woman then proceeds to lift the trash bin's lid. The environment is well-lit, suggesting daytime, and the overall atmosphere transitions from peaceful to briefly chaotic upon the woman's entrance before returning to a calmer state.	The video shows a normal pet monitoring event. The ducklings in the video appear to be safe and calm as the person walks through. There is nothing in the video that is unusual or concerning.
smartbench_0085	Wildlife	Abnormal	The video, captured by a Ring security camera at night, shows a large spider with long legs positioned directly in front of the camera lens. The spider moves down and across the camera, moving to the right side. The camera's infrared light illuminates the spider and surrounding area, revealing the intricate details of its legs and body. The background remains dark, suggesting a nighttime setting. The environment appears calm, with no other significant events or changes observed.	A spider appears at the entrance of a house. Wild animals may attack people and other animals, causing trouble, which is considered an anomaly.
smartbench_0086	Security	Abnormal	The video, captured by a Ring security camera at night, shows two cars parked in a driveway. A person walks up to the driver's side of the white car, opens the door and partially gets into the car, looking around. The car's headlights are come on as the door opens. After looking around the white car, the person leaves the car and closes the door. The person then approaches the black car. As the person gets close to the black car's driver side door, a car alarm goes off. This causes the person to turn and walk away from the driveway. A voice, possibly from the Ring camera, can be heard saying, "Get away." The video ends with both cars remaining stationary in the driveway as the car alarm continues to make noise.	In the video, an individual approaches and opens a vehicle parked at the entrance, rummages through the items inside, and quickly flees the scene when the camera alarm is triggered. This constitutes theft and is considered an anomaly.
smartbench_0087	Wildlife	Abnormal	The video, captured by a Ring security camera at night, shows a black bear by a swimming pool. The bear, positioned on the left side of the pool initially, approaches a basketball lying on the ground and starts pawing and nudging it. It then moves towards the left, passing behind a poolside basketball hoop and two inflatable pool toys - a pink flamingo and a white unicorn. The bear continues to play with the basketball, pushing it along the edge of the pool. The environment is dark, illuminated only by the camera's night vision and ambient light from the house. The pool water appears calm, suggesting no other significant activity in the vicinity.	A bear appears in the yard, posing a potential threat to the homeowner's property. Wild animals like this could cause damage, even attack people and other animals, causing trouble. This is considered an anomaly.
smartbench_0088	Security	Vague Abnormal	The video, captured by a Ring.com security camera, shows a residential street scene during a hailstorm. Two vehicles, a silver pickup truck and a dark blue sedan, are parked in a driveway. The hailstorm is evident by the numerous small, white hailstones bouncing off the vehicles and the ground. The hailstones appear to be falling heavily, based on the density and frequency of their impact. The sky is overcast and gray, indicating stormy weather. No people or animals are visible in the video. The environment remains static throughout the video, with only the falling hailstones indicating any change.	Hail is falling outside the house, which could potentially damage the vehicles parked at the entrance. This is considered an ambiguous anomaly.
smartbench_0089	Wildlife	Normal	The video shows a bird's nest nestled in the branches of a tree with large, green leaves. The nest is made of twigs and other natural materials. Two baby birds with orange beaks and minimal feathers are nestled inside. An adult American Robin perches on the edge of the nest and feeds the baby birds. The adult bird appears to regurgitate food into the mouths of the chicks. The environment is bright and sunny, suggesting it is daytime. The leaves of the tree sway slightly, indicating a gentle breeze.	The video shows a typical bird feeding event. Two adult birds are tending to their nestlings in a tree. One bird arrives with food and distributes it among the chicks, while the other bird observes from a nearby branch. The chicks are vocal and eager to be fed. The environment appears to be a typical outdoor setting with trees and foliage. This behavior aligns with the natural feeding patterns of birds and does not indicate any unusual or concerning activity.
smartbench_0090	Wildlife	Abnormal	The video, captured in night vision, shows a porch at night. Two raccoons are on the porch, one on the railing and the other on a plant pot containing a succulent. The raccoon on the pot is facing the camera and appears to be eating something from the pot. A voice can be heard saying, "Hey, get away!" The raccoon on the railing leaves. The raccoon on the pot looks up at the camera and then continues to eat. The voice can no longer be heard. The raccoon on the pot looks around and then continues to eat from the pot.	Two small raccoons appeared at the front door of a house and were startled by the sound of the security camera. They kept observing the camera. Wild animals like these could potentially cause damage to the homeowner's property and create trouble, which is considered an anomaly.
smartbench_0091	Pet Monitoring	Normal	The nighttime video, captured by a Ring doorbell camera, shows a woman standing on a porch, holding a black cat. The woman, wearing a light-colored shirt, excitedly greets the camera with an exclamation of "Hey!" while showing the cat to he camera. She holds the cat close, expressing her joy and relief at finding it. The cat, with wide, startled eyes, appears overwhelmed by the situation. The woman continues to cuddle and reassure the cat, her happiness evident in her demeanor. The background reveals a residential street illuminated by streetlights, with trees and houses visible in the distance. The environment is calm, with no other significant activity.	The videos appears to be a safe and happy event as the woman shows off her black cat to the doorbell camera. Nothing unusual or concerning happens throughout the video.
smartbench_0092	Pet Monitoring	Abnormal	The video, captured by a Ring.com security camera, shows a wooden porch of a brick house with two black cows. The larger cow initially stands on the porch, partially obscured by the railing, while the smaller one grazes from a potted plant. After a brief moment, the larger cow steps back towards the railing, while the smaller one continues to graze. The environment appears to be daytime with overcast skies, and the grassy area beyond the porch suggests a rural setting.	Two cows appear at the front door of a house and consume the green plants there. The pets are outside alone without their owner, which could indicate that they have escaped from the house. This is considered an anomaly.
smartbench_0093	Pet Monitoring	Vague Abnormal	The video, captured by a Ring indoor security camera, shows a dimly lit living room at night. A Christmas tree with twinkling lights stands in the corner. A dog bed lies on the floor in the center of the room. A dark figure, presumably a dog, is briefly visible in the background. The camera focuses on a pile of dog feces on the floor near a wooden table leg. The camera then pans back to the dog, who is now standing in the middle of the room. A woman's voice can be heard, expressing disappointment about the dog defecating indoors. The dog remains still as the woman speaks. The audio suggests the woman is not physically present in the room.	A dog, in the absence of its owner, defecates indiscriminately around the house, causing inconvenience. This is considered a vague anomaly.
smartbench_0094	Security	Abnormal	The video, captured by a Ring security camera, shows a covered patio area at night. A bright light is positioned in the center of the archway leading to a fenced-in backyard with green artificial turf. A wooden rocking chair is visible on the left side of the frame. A person wearing a blue hooded jacket enters the patio from the right, walks towards the rocking chair, briefly interacts with something or someone obscured from view. A voice can be heard coming from the security camera, questioning the person as they continue to look around. The person then exits the patio in the same direction, stepping over the gate. The individual's face is blurred for privacy. The environment appears calm, with no significant changes in lighting or weather conditions.	At the entrance of the house, someone took items without permission and left the scene after being warned by the owner. This is considered an anomaly.
smartbench_0095	Pet Monitoring	Abnormal	The video, captured by a Ring doorbell camera, shows a covered porch with a concrete floor. A white plastic dog house is visible on the left, and a black bowl sits on the right. The video begins with a goose with light brown and white feathers eating from a clear bowl in front of the dog house. Three chickens, one white, one brown, and one black, are visible in the background, standing on a grassy lawn. The goose finishes eating and steps back, looking around. It is then joined by a second, white goose. The two geese and the chickens gather near the door, looking at the camera. The goose that was initially eating bends down and appears to peck at the ground. The video ends with the geese and chickens remaining on the porch.	Multiple geese and chickens appeared at the front door of a house, eating food left there. One goose even pecked at the camera, triggering an alarm. This could potentially cause damage to the homeowner's property and create inconvenience. The pets being outside unattended may suggest that they have escaped from the house, which is considered an anomaly.
smartbench_0096	Wildlife	Abnormal	The video, captured by a home security camera, shows a suburban street scene. A blue SUV is parked in a driveway, partially obstructing the camera's view. Several other vehicles, including a white SUV, a black pickup truck, and a dark-colored sedan, are parked along the opposite side of the street. The street is wet, suggesting recent rainfall. A wooden fence runs along the edge of the property line, separating it from the street. A gray squirrel briefly enters the frame, leaping from directly above the security camera and onto the fence below. The squirrel's movements are quick and agile.	A squirrel appears around the house and jumps on the camera. Wild animals may cause damage to the homeowner's property and bring trouble, which is considered an anomaly.
smartbench_0097	Security	Abnormal	The video, captured by a Ring security camera at night, shows a backyard with a wooden fence. Two individuals, their faces blurred for privacy, walk into the camera's view. One individual, wearing a dark jacket and pants, approaches the fence and appears to be looking for something. The other individual, also in dark clothing, stands further back. The first individual then walks out of the camera's view. The audio captures the automated voice message from the Ring camera, stating, 'Hi, you are currently being recorded.' This startles the two individuals and they turn and run away in the direction that they came from.	Someone attempted to sneak into the yard and fled the scene after triggering the alarm. This could potentially be an act of theft, and is considered an anomaly.
smartbench_0098	Security	Normal	The video, captured by a Ring security camera, shows a sunny day in a suburban neighborhood. A white garbage truck with a red logo is seen driving down the street, stopping briefly in front of a house. A man wearing a gray shirt and blue shorts emerges from behind the camera's view, pushing a blue recycling bin. He places the bin on the edge of the driveway and waves to the garbage truck driver. The garbage truck approaches the bin that the man placed out and lifts and dumps it in, before placing the bin back down. The truck drives away, and the man retrieves the bin, walking it back towards the house.	The video shows a man pushing his garbage bin out to the curb to be emptied by an incoming garbage truck. This is a common occurrence and nothing appears unusual or distressing about the situation.
smartbench_0099	Wildlife	Abnormal	The video, captured by a Ring security camera at night, shows a black bear in a driveway. The bear, standing on its hind legs, is rummaging through the open bed of a red pickup truck parked in the driveway. A white car is parked in front of the truck. A person, presumably the homeowner, is heard twice asking the bear, "Hey, what are you doing? Get out of there!" The bear, startled by the voice, jumps out of the truck bed and flees the scene. Scattered pieces of debris and trash from the truck bed are visible on the driveway after the bear leaves.	A bear appeared at the doorstep of a house and opened a vehicle to enter. It left the scene after the owner's warning. The wild animal caused damage to the homeowner's property and even attacked people and other animals, causing trouble. This is considered an anomaly.
smartbench_0100	Security	Normal	The video, captured by a Ring doorbell camera, shows a hallway with beige walls and a wood-like floor. A man wearing a green shirt, black pants, and sunglasses approaches a door on the right side of the hallway. He is dancing as he moves throughout the video. He is holding two clear plastic drinks, and a pair of straws. He opens the door and backs up into the room inside continuing to dance as he moves. The hallway is dimly lit, suggesting it might be evening or night. There are no other individuals or significant objects visible in the video.	The video shows a man happily dancing as he brings home a couple beverages. The man is relaxed throughout the video and there are no signs of concerning or distressing behavior throughout the video.

End of preview.

🏠 Dataset Card for SmartHome-Bench

Hugging Face Paper Page

📘 Dataset Summary

SmartHome-Bench is a comprehensive benchmark for video anomaly detection and reasoning in smart-home environments.
The dataset contains 1,203 smart-home video clips spanning seven scene categories, among which 1,023 videos are open-sourced and can be downloaded via the provided video URL list.
Each video is accompanied by human-annotated descriptions, reasoning chains, and anomaly labels (normal, abnormal, vague abnormal).

SmartHome-Bench bridges the gap between Multimodal Large Language Model (MLLM) understanding and LLM-based reasoning, covering everyday household contexts such as pet activity, senior care, baby care, and security monitoring.

All 1,023 videos were collected from public platforms (e.g., YouTube) and carefully curated to ensure they represent authentic smart-home camera footage.

For more details and analyses, please refer to our
📄 CVPR 2025 Paper
💻 GitHub Repository

🎯 Supported Tasks and Applications

The SmartHome-Bench dataset enables research across several key directions:

Video Anomaly Detection (VAD): Detecting and classifying normal versus abnormal events in smart-home videos.
Multimodal Reasoning: Generating coherent explanations and causal reasoning chains for detected anomalies.
Vision-Language Model Evaluation: Assessing the ability of models to understand and interpret video content within real-world household contexts.
Instruction-Following Fine-Tuning: Training LLMs to describe and reason about video observations using structured, instruction-based prompts.

🌐 Languages

All annotations in SmartHome-Bench are provided in English.

📹 Video Collection

Videos were collected from public resources such as YouTube, organized under seven taxonomy categories.
Each category was queried with specific keywords to capture diverse normal and abnormal scenarios.
- Example: "cat play home cam" for normal pet activities, "pet vomit home cam" for abnormal events.
All collected videos were screened manually to ensure they were recorded from smart-home cameras only.

Fig. 1 – Video category distribution.

💾 Download Instructions

Step 1. Download the Video URLs

All public video links are provided in Video_url.csv.
- The first 1,023 videos can be downloaded directly from YouTube.
- The remaining 180 videos, collected internally, are private and not publicly available.

Step 2. Organize the Downloaded Files

After downloading, ensure each video file is named exactly as listed in the "Title" column of Video_url.csv

Step 3. Trim the Videos

To remove irrelevant frames (e.g., camera brand splash screens) from the raw videos, use the trimming script provided in our GitHub repository:

python Videos/Trim_Videos/Video_trim.py

You can find the script here: Video_trim.py

Step 4. Access Annotations

Complete annotation details for all 1,203 videos are available in Video_Annotation.csv.

Citation:

If you use SmartHome-Bench in a scientific publication, please cite the following:

@InProceedings{Zhao_2025_CVPR,
    author    = {Zhao, Xinyi and Zhang, Congjing and Guo, Pei and Li, Wei and Chen, Lin and Zhao, Chaoyue and Huang, Shuai},
    title     = {SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models},
    booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops},
    month     = {June},
    year      = {2025},
    pages     = {3975-3985}
}

Acknowledgment: We sincerely thank Kevin Beussman for donating the videos. We also appreciate the efforts of Pengfei Gao, Xiaoya Hu, Liting Jia, Lina Liu, Vincent Nguyen, and Yunyun Xi for their assistance with video annotation. Work done during the authors’ internship at Wyze.

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