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 2.50, ONNX Runtime 1.27.1	Download
ONNX	w8a8	Universal	QAIRT 2.50, ONNX Runtime 1.27.1	Download
QNN_DLC	float	Universal	QAIRT 2.50	Download
QNN_DLC	w8a8	Universal	QAIRT 2.50	Download
TFLITE	float	Universal	QAIRT 2.50	Download
TFLITE	w8a8	Universal	QAIRT 2.50	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® 8 Elite Gen 5 For Galaxy Mobile	0.43 ms	0 - 24 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	0.445 ms	0 - 27 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X2 Elite	0.428 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X Elite	0.951 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.598 ms	0 - 33 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.323 ms	0 - 40 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.246 ms	0 - 4 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.922 ms	0 - 2 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8450	1.323 ms	0 - 40 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.214 ms	6 - 10 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.951 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.445 ms	0 - 27 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.223 ms	0 - 24 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.243 ms	0 - 28 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X2 Elite	0.206 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X Elite	0.491 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.339 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.63 ms	1 - 41 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.748 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 - 2 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8450	0.63 ms	1 - 41 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.671 ms	0 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.491 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	2.122 ms	0 - 130 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.524 ms	0 - 24 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.243 ms	0 - 28 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.524 ms	0 - 24 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.364 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	0.382 ms	0 - 24 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X2 Elite	0.469 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X Elite	0.935 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.479 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.177 ms	0 - 40 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.017 ms	0 - 6 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.795 ms	0 - 1 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8775P	1.17 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8650P	1.17 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8255P	1.17 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8450	1.177 ms	0 - 40 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.081 ms	0 - 6 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.935 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.382 ms	0 - 24 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8295P	1.437 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.167 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.2 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.246 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X Elite	0.451 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.215 ms	0 - 33 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.427 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.365 ms	2 - 5 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.431 ms	0 - 4 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.357 ms	0 - 1 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8775P	0.525 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8650P	0.525 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8255P	0.525 ms	0 - 26 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8450	0.427 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.464 ms	0 - 3 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.451 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.557 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.379 ms	0 - 23 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.2 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8295P	0.611 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.379 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.462 ms	0 - 26 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	0.504 ms	0 - 28 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.672 ms	0 - 34 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.383 ms	0 - 39 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.319 ms	3 - 10 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.085 ms	0 - 2 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8450	1.383 ms	0 - 39 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.456 ms	3 - 9 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.504 ms	0 - 28 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8295P	1.687 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 For Galaxy Mobile	0.193 ms	0 - 26 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.255 ms	0 - 28 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.281 ms	0 - 33 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.517 ms	0 - 40 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.187 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.483 ms	0 - 4 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.451 ms	0 - 4 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8775P	0.656 ms	0 - 26 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8650P	0.656 ms	0 - 26 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8255P	0.656 ms	0 - 26 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8450	0.517 ms	0 - 40 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.582 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1.929 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.47 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.255 ms	0 - 28 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA7255P	0.986 ms	0 - 25 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8295P	0.747 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.47 ms	0 - 22 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