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 1.25.0	Download
ONNX	w8a8	Universal	QAIRT 2.45, 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® X2 Elite	0.423 ms	213 - 213 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X Elite	0.942 ms	149 - 149 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.593 ms	0 - 18 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.328 ms	0 - 26 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8550 (Proxy)	0.914 ms	0 - 26 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8450	1.328 ms	0 - 26 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Mobile	0.5 ms	0 - 24 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.422 ms	0 - 17 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS9075	1.318 ms	6 - 51 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8750	0.5 ms	0 - 24 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS7181	0.942 ms	149 - 149 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X2 Elite	0.201 ms	181 - 181 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X Elite	0.492 ms	149 - 149 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.325 ms	0 - 18 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.619 ms	0 - 27 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS6490	1.775 ms	0 - 45 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8550 (Proxy)	0.508 ms	0 - 15 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8450	0.619 ms	0 - 27 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.22 ms	0 - 16 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.539 ms	0 - 15 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCM6690	2.153 ms	0 - 129 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS9075	0.671 ms	0 - 45 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.259 ms	0 - 20 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS7790	0.539 ms	0 - 15 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8750	0.259 ms	0 - 20 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS7181	0.492 ms	149 - 149 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X2 Elite	0.459 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X Elite	0.876 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.486 ms	0 - 30 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.146 ms	0 - 32 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8275	2.491 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8550 (Proxy)	0.771 ms	0 - 16 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8450	1.146 ms	0 - 32 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.377 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8295P	1.582 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.367 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA7255P	2.491 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS9075	1.177 ms	0 - 5 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8750	0.377 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS7181	0.876 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.253 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X Elite	0.466 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.234 ms	0 - 29 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.451 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS6490	1.235 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8275	0.895 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8550 (Proxy)	0.346 ms	0 - 3 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8450	0.451 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.165 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.384 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCM6690	1.745 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS9075	0.545 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA7255P	0.895 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.208 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8295P	0.755 ms	0 - 17 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS7790	0.384 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8750	0.208 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS7181	0.466 ms	0 - 0 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	1.456 ms	0 - 36 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8275	3.084 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8550 (Proxy)	1.086 ms	0 - 2 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8775P	5.097 ms	3 - 28 MB	GPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8650P	5.097 ms	3 - 28 MB	GPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8255P	5.097 ms	3 - 28 MB	GPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8450	1.456 ms	0 - 36 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Mobile	0.489 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8295P	1.794 ms	0 - 18 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.421 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA7255P	3.084 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS9075	1.435 ms	3 - 8 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8750	0.489 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.292 ms	0 - 29 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.523 ms	0 - 35 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS6490	1.26 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8275	0.973 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8550 (Proxy)	0.448 ms	0 - 12 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8775P	5.728 ms	4 - 30 MB	GPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8650P	5.728 ms	4 - 30 MB	GPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8255P	5.728 ms	4 - 30 MB	GPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8450	0.523 ms	0 - 35 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.19 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.482 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCM6690	1.948 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS9075	0.571 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA7255P	0.973 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.247 ms	0 - 25 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8295P	0.854 ms	0 - 18 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS7790	0.482 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8750	0.247 ms	0 - 25 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