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	0.427 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X Elite	0.914 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.596 ms	0 - 30 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.358 ms	1 - 36 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.921 ms	0 - 2 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8450	1.358 ms	1 - 36 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.203 ms	6 - 9 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.43 ms	0 - 20 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Mobile	0.498 ms	0 - 23 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.498 ms	0 - 23 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.914 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X2 Elite	0.204 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X Elite	0.492 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.339 ms	0 - 30 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.607 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.81 ms	0 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.502 ms	2 - 62 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8450	0.607 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.244 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.53 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.218 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.665 ms	0 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	2.164 ms	0 - 133 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.53 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.244 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.492 ms	3 - 3 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X2 Elite	0.475 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X Elite	0.866 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.484 ms	0 - 29 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.2 ms	0 - 35 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8275	2.507 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.776 ms	0 - 10 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8775P	1.201 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8650P	1.201 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8255P	1.201 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8450	1.2 ms	0 - 35 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.068 ms	0 - 5 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	2.507 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.387 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8295P	1.567 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.387 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.866 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.245 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X Elite	0.464 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	0.442 ms	0 - 30 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.424 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8275	0.908 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.351 ms	0 - 8 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8775P	0.554 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8650P	0.554 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8255P	0.554 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8450	0.442 ms	0 - 30 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.205 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.383 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.17 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.473 ms	2 - 4 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.738 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA7255P	0.908 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8295P	0.763 ms	0 - 17 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.383 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.205 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.464 ms	0 - 0 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.669 ms	0 - 30 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.462 ms	0 - 33 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8275	3.097 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.083 ms	0 - 10 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8775P	1.542 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8650P	1.542 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8255P	1.542 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8450	1.462 ms	0 - 33 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.422 ms	3 - 8 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.43 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA7255P	3.097 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Mobile	0.498 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8295P	1.828 ms	0 - 18 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.498 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.305 ms	0 - 29 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.516 ms	0 - 33 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.302 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8275	1.008 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.453 ms	0 - 2 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8775P	0.648 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8650P	0.648 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8255P	0.648 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8450	0.516 ms	0 - 33 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.243 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.478 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.195 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.615 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1.941 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA7255P	1.008 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8295P	0.863 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.478 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.243 ms	0 - 20 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