QuickSRNetSmall: Optimized for Qualcomm Devices

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

This is based on the implementation of QuickSRNetSmall 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 QuickSRNetSmall 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 QuickSRNetSmall on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

Model checkpoint: quicksrnet_small_3x_checkpoint
Input resolution: 128x128
Number of parameters: 33.3K
Model size (float): 133 KB
Model size (w8a8): 41.7 KB

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
QuickSRNetSmall	ONNX	float	Snapdragon® X2 Elite	0.363 ms	213 - 213 MB	NPU
QuickSRNetSmall	ONNX	float	Snapdragon® X Elite	0.88 ms	149 - 149 MB	NPU
QuickSRNetSmall	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.544 ms	0 - 15 MB	NPU
QuickSRNetSmall	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.222 ms	0 - 23 MB	NPU
QuickSRNetSmall	ONNX	float	Qualcomm® QCS8550 (Proxy)	0.844 ms	0 - 15 MB	NPU
QuickSRNetSmall	ONNX	float	Qualcomm® QCS8450	1.222 ms	0 - 23 MB	NPU
QuickSRNetSmall	ONNX	float	Snapdragon® 8 Elite Mobile	0.444 ms	0 - 22 MB	NPU
QuickSRNetSmall	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.392 ms	0 - 14 MB	NPU
QuickSRNetSmall	ONNX	float	Qualcomm® QCS9075	1.102 ms	3 - 48 MB	NPU
QuickSRNetSmall	ONNX	float	Qualcomm® QCS8750	0.444 ms	0 - 22 MB	NPU
QuickSRNetSmall	ONNX	float	Qualcomm® QCS7181	0.88 ms	149 - 149 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Snapdragon® X2 Elite	0.195 ms	181 - 181 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Snapdragon® X Elite	0.494 ms	149 - 149 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.318 ms	0 - 16 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.571 ms	0 - 25 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCS6490	1.625 ms	0 - 45 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCS8550 (Proxy)	0.502 ms	0 - 15 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCS8450	0.571 ms	0 - 25 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.208 ms	0 - 15 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.525 ms	0 - 14 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCM6690	1.795 ms	0 - 128 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCS9075	0.65 ms	0 - 45 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.259 ms	0 - 22 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCS7790	0.525 ms	0 - 14 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCS8750	0.259 ms	0 - 22 MB	NPU
QuickSRNetSmall	ONNX	w8a8	Qualcomm® QCS7181	0.494 ms	149 - 149 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Snapdragon® X2 Elite	0.406 ms	0 - 0 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Snapdragon® X Elite	0.822 ms	0 - 0 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.447 ms	0 - 27 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.035 ms	0 - 30 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® QCS8275	1.879 ms	0 - 20 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® QCS8550 (Proxy)	0.737 ms	0 - 11 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® QCS8450	1.035 ms	0 - 30 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.352 ms	0 - 20 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® SA8295P	1.411 ms	0 - 18 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.325 ms	0 - 21 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® SA7255P	1.879 ms	0 - 20 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® QCS9075	1.089 ms	0 - 5 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® QCS8750	0.352 ms	0 - 20 MB	NPU
QuickSRNetSmall	QNN_DLC	float	Qualcomm® QCS7181	0.822 ms	0 - 0 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.26 ms	0 - 0 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Snapdragon® X Elite	0.456 ms	0 - 0 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.22 ms	0 - 27 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.418 ms	0 - 31 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS6490	1.271 ms	0 - 2 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS8275	0.821 ms	0 - 19 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS8550 (Proxy)	0.365 ms	0 - 14 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS8450	0.418 ms	0 - 31 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.163 ms	0 - 22 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.359 ms	0 - 18 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCM6690	1.28 ms	0 - 17 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS9075	0.495 ms	2 - 4 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® SA7255P	0.821 ms	0 - 19 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.193 ms	0 - 24 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® SA8295P	0.716 ms	0 - 17 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS7790	0.359 ms	0 - 18 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS8750	0.193 ms	0 - 24 MB	NPU
QuickSRNetSmall	QNN_DLC	w8a8	Qualcomm® QCS7181	0.456 ms	0 - 0 MB	NPU
QuickSRNetSmall	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.612 ms	0 - 28 MB	NPU
QuickSRNetSmall	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.324 ms	0 - 33 MB	NPU
QuickSRNetSmall	TFLITE	float	Qualcomm® QCS8275	2.401 ms	0 - 21 MB	NPU
QuickSRNetSmall	TFLITE	float	Qualcomm® QCS8550 (Proxy)	0.998 ms	0 - 5 MB	NPU
QuickSRNetSmall	TFLITE	float	Qualcomm® SA8775P	3.501 ms	0 - 25 MB	GPU
QuickSRNetSmall	TFLITE	float	Qualcomm® SA8650P	3.501 ms	0 - 25 MB	GPU
QuickSRNetSmall	TFLITE	float	Qualcomm® SA8255P	3.501 ms	0 - 25 MB	GPU
QuickSRNetSmall	TFLITE	float	Qualcomm® QCS8450	1.324 ms	0 - 33 MB	NPU
QuickSRNetSmall	TFLITE	float	Snapdragon® 8 Elite Mobile	0.447 ms	0 - 20 MB	NPU
QuickSRNetSmall	TFLITE	float	Qualcomm® SA8295P	1.63 ms	0 - 17 MB	NPU
QuickSRNetSmall	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.393 ms	0 - 21 MB	NPU
QuickSRNetSmall	TFLITE	float	Qualcomm® SA7255P	2.401 ms	0 - 21 MB	NPU
QuickSRNetSmall	TFLITE	float	Qualcomm® QCS9075	1.269 ms	3 - 8 MB	NPU
QuickSRNetSmall	TFLITE	float	Qualcomm® QCS8750	0.447 ms	0 - 20 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.269 ms	0 - 27 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.467 ms	0 - 32 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCS6490	1.195 ms	0 - 2 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCS8275	0.902 ms	0 - 19 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCS8550 (Proxy)	0.413 ms	0 - 7 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® SA8775P	4.046 ms	4 - 30 MB	GPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® SA8650P	4.046 ms	4 - 30 MB	GPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® SA8255P	4.046 ms	4 - 30 MB	GPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCS8450	0.467 ms	0 - 32 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.177 ms	0 - 21 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.423 ms	0 - 17 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCM6690	1.495 ms	0 - 17 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCS9075	0.52 ms	0 - 3 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® SA7255P	0.902 ms	0 - 19 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.22 ms	0 - 19 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® SA8295P	0.813 ms	0 - 17 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCS7790	0.423 ms	0 - 17 MB	NPU
QuickSRNetSmall	TFLITE	w8a8	Qualcomm® QCS8750	0.22 ms	0 - 19 MB	NPU

License

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

References

Community

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Paper for qualcomm/QuickSRNetSmall

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

Paper • 2303.04336 • Published Mar 8, 2023