QuickSRNetMedium: Optimized for Qualcomm Devices

QuickSRNet Medium is designed for upscaling images on mobile platforms to sharpen in real-time.

This is based on the implementation of QuickSRNetMedium found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime	Precision	Chipset	SDK Versions	Download
ONNX	float	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
ONNX	w8a8	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.45	Download
QNN_DLC	w8a8	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download
TFLITE	w8a8	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit QuickSRNetMedium on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

Custom weights (e.g., fine-tuned checkpoints)
Custom input shapes
Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for QuickSRNetMedium on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

Input resolution: 128x128
Model checkpoint: quicksrnet_medium_3x_checkpoint
Model size (float): 243 KB
Model size (w8a8): 73.9 KB
Number of parameters: 61.0K

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
QuickSRNetMedium	ONNX	float	Snapdragon® X2 Elite	0.445 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X Elite	0.931 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.617 ms	0 - 29 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.368 ms	0 - 36 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.251 ms	0 - 4 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.974 ms	0 - 2 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8450	1.368 ms	0 - 36 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.408 ms	7 - 10 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.931 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.507 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Mobile	0.507 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.433 ms	0 - 20 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X2 Elite	0.218 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X Elite	0.493 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.323 ms	0 - 30 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.625 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.796 ms	0 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.56 ms	0 - 4 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.508 ms	0 - 61 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8450	0.625 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.654 ms	0 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.493 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	2.164 ms	0 - 133 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.543 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.245 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.245 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.223 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.543 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X2 Elite	0.47 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X Elite	0.867 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.49 ms	0 - 29 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.166 ms	0 - 35 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.025 ms	0 - 6 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	2.485 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.822 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8775P	1.19 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8650P	1.19 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8255P	1.19 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8450	1.166 ms	0 - 35 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.072 ms	0 - 5 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.867 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.428 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA7255P	2.485 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8295P	1.569 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.428 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.369 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.243 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X Elite	0.463 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.23 ms	0 - 29 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.443 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.424 ms	2 - 4 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.434 ms	0 - 3 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.915 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.35 ms	0 - 5 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8775P	0.546 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8650P	0.546 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8255P	0.546 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8450	0.443 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.477 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.463 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.747 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.388 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.221 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA7255P	0.915 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8295P	0.742 ms	0 - 17 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.221 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.167 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.388 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.671 ms	0 - 30 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.453 ms	0 - 35 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.307 ms	0 - 6 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	3.121 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.086 ms	0 - 1 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8775P	1.574 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8650P	1.574 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8255P	1.574 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8450	1.453 ms	0 - 35 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.67 ms	3 - 8 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.495 ms	0 - 26 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA7255P	3.121 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8295P	1.796 ms	0 - 18 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Mobile	0.495 ms	0 - 26 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.432 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.28 ms	0 - 28 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.523 ms	0 - 35 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.172 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.508 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.965 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.447 ms	0 - 27 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8775P	0.642 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8650P	0.642 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8255P	0.642 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8450	0.523 ms	0 - 35 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.585 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1.947 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.476 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.226 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA7255P	0.965 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8295P	0.852 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.226 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.19 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.476 ms	0 - 19 MB	NPU

License

The license for the original implementation of QuickSRNetMedium can be found here.

References

Community

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Paper for qualcomm/QuickSRNetMedium

QuickSRNet: Plain Single-Image Super-Resolution Architecture for Faster Inference on Mobile Platforms

Paper • 2303.04336 • Published Mar 8, 2023