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 2.42, ONNX Runtime 1.25.0	Download
ONNX	w8a8	Universal	QAIRT 2.42, ONNX Runtime 1.25.0	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:

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

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.436 ms	0 - 23 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X2 Elite	0.454 ms	212 - 212 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X Elite	0.965 ms	149 - 149 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.659 ms	0 - 33 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8550 (Proxy)	0.975 ms	0 - 14 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	0.564 ms	0 - 23 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS9075	1.336 ms	8 - 53 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8750	0.564 ms	0 - 23 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS7181	0.965 ms	149 - 149 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.228 ms	0 - 23 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X2 Elite	0.214 ms	212 - 212 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X Elite	0.496 ms	181 - 181 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.335 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8550 (Proxy)	0.515 ms	0 - 47 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.253 ms	0 - 20 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS9075	0.677 ms	0 - 45 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8750	0.253 ms	0 - 20 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS7181	0.496 ms	181 - 181 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.365 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X2 Elite	0.466 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X Elite	0.879 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.492 ms	0 - 29 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8275	2.507 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8550 (Proxy)	0.864 ms	0 - 6 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8775P	1.227 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8650P	1.227 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8255P	1.227 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8450 (Proxy)	1.155 ms	0 - 31 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8295P	1.555 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	0.38 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA7255P	2.507 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS9075	1.184 ms	0 - 5 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8750	0.38 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS7181	0.879 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.155 ms	0 - 23 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.247 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X Elite	0.445 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.229 ms	0 - 29 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS6490	1.435 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8275	0.929 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8550 (Proxy)	0.347 ms	0 - 13 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8775P	0.541 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8650P	0.541 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8255P	0.541 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA7255P	0.929 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8295P	0.741 ms	0 - 17 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.389 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCM6690	1.748 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.199 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS9075	0.545 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8450 (Proxy)	0.443 ms	0 - 30 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS7790	0.389 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8750	0.199 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS7181	0.445 ms	0 - 0 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.424 ms	0 - 24 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.669 ms	0 - 30 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8275	3.048 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8550 (Proxy)	1.065 ms	0 - 16 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8775P	1.548 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8650P	1.548 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8255P	1.548 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8450 (Proxy)	1.451 ms	0 - 31 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8295P	1.808 ms	0 - 18 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	0.486 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA7255P	3.048 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS9075	1.412 ms	3 - 8 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8750	0.486 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.187 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.282 ms	0 - 28 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS6490	1.142 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8275	0.985 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8550 (Proxy)	0.45 ms	0 - 2 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® SA7255P	0.985 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8295P	0.852 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.477 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCM6690	1.931 ms	0 - 18 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.23 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS9075	0.576 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8450 (Proxy)	0.521 ms	0 - 29 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS7790	0.477 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8750	0.23 ms	0 - 21 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