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 1.27.1	Download
ONNX	w8a8	Universal	QAIRT 2.45, ONNX Runtime 1.27.1	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	0.429 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® X Elite	0.928 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.6 ms	0 - 29 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.368 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.909 ms	0 - 2 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® QCS8450	1.368 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.211 ms	6 - 9 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.928 ms	8 - 8 MB	NPU
QuickSRNetMedium	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.499 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Mobile	0.499 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.431 ms	0 - 20 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X2 Elite	0.204 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® X Elite	0.501 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.34 ms	0 - 30 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.62 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.812 ms	0 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.503 ms	0 - 24 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® QCS8450	0.62 ms	0 - 35 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.652 ms	0 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.501 ms	3 - 3 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.245 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.245 ms	0 - 19 MB	NPU
QuickSRNetMedium	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.221 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X2 Elite	0.468 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® X Elite	0.895 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.49 ms	0 - 30 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.218 ms	0 - 35 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.799 ms	0 - 28 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8775P	1.185 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8650P	1.185 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8255P	1.185 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® QCS8450	1.218 ms	0 - 35 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.077 ms	0 - 5 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.895 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.385 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Qualcomm® SA8295P	1.566 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.385 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.37 ms	0 - 22 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.244 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® X Elite	0.447 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	Snapdragon® 8 Gen 1 Mobile	0.445 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.408 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8275	0.9 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.362 ms	0 - 1 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8775P	0.552 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8650P	0.552 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8255P	0.552 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® QCS8450	0.445 ms	0 - 34 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.477 ms	0 - 2 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.447 ms	0 - 0 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.741 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.392 ms	0 - 19 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.199 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA7255P	0.9 ms	0 - 20 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Qualcomm® SA8295P	0.733 ms	0 - 18 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.199 ms	0 - 25 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.171 ms	0 - 21 MB	NPU
QuickSRNetMedium	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.392 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.666 ms	0 - 30 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.465 ms	0 - 36 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.075 ms	0 - 4 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8775P	1.556 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8650P	1.556 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8255P	1.556 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® QCS8450	1.465 ms	0 - 36 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.43 ms	3 - 8 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.515 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Qualcomm® SA8295P	1.826 ms	0 - 18 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Mobile	0.515 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.431 ms	0 - 22 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.293 ms	0 - 29 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.521 ms	0 - 34 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.247 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8275	0.994 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.453 ms	0 - 16 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8775P	0.64 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8650P	0.64 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8255P	0.64 ms	0 - 21 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® QCS8450	0.521 ms	0 - 34 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.585 ms	0 - 3 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1.928 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.481 ms	0 - 19 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.233 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA7255P	0.994 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Qualcomm® SA8295P	0.874 ms	0 - 17 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.233 ms	0 - 20 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.195 ms	0 - 23 MB	NPU
QuickSRNetMedium	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.481 ms	0 - 19 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