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qualcomm/
QuickSRNetLarge

Name: QuickSRNetLarge
Rating: 2.5 (63 reviews)

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QuickSRNetLarge: Optimized for Qualcomm Devices

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

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

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

Input resolution: 128x128
Model checkpoint: quicksrnet_large_3x_checkpoint
Model size (float): 1.67 MB
Model size (w8a8): 462 KB
Number of parameters: 436K

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
QuickSRNetLarge	ONNX	float	Snapdragon® X2 Elite	1.205 ms	8 - 8 MB	NPU
QuickSRNetLarge	ONNX	float	Snapdragon® X Elite	1.98 ms	8 - 8 MB	NPU
QuickSRNetLarge	ONNX	float	Snapdragon® 8 Gen 3 Mobile	1.43 ms	0 - 38 MB	NPU
QuickSRNetLarge	ONNX	float	Snapdragon® 8 Gen 1 Mobile	3.458 ms	3 - 48 MB	NPU
QuickSRNetLarge	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	3.841 ms	6 - 10 MB	NPU
QuickSRNetLarge	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.906 ms	0 - 2 MB	NPU
QuickSRNetLarge	ONNX	float	Qualcomm® QCS8450	3.458 ms	3 - 48 MB	NPU
QuickSRNetLarge	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	3.363 ms	7 - 10 MB	NPU
QuickSRNetLarge	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	1.98 ms	8 - 8 MB	NPU
QuickSRNetLarge	ONNX	float	Qualcomm® Dragonwing™ Q-8750	1.199 ms	0 - 26 MB	NPU
QuickSRNetLarge	ONNX	float	Snapdragon® 8 Elite Mobile	1.199 ms	0 - 26 MB	NPU
QuickSRNetLarge	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.942 ms	0 - 22 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Snapdragon® X2 Elite	0.354 ms	3 - 3 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Snapdragon® X Elite	0.784 ms	3 - 3 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.518 ms	0 - 36 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	1.072 ms	1 - 42 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	3.121 ms	0 - 3 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.848 ms	0 - 3 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.778 ms	0 - 2 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® QCS8450	1.072 ms	1 - 42 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.916 ms	0 - 3 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.784 ms	3 - 3 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	9.018 ms	2 - 144 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	1.11 ms	0 - 26 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.38 ms	0 - 29 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.38 ms	0 - 29 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.335 ms	0 - 24 MB	NPU
QuickSRNetLarge	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	1.11 ms	0 - 26 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Snapdragon® X2 Elite	1.233 ms	0 - 0 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Snapdragon® X Elite	1.972 ms	0 - 0 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	1.282 ms	0 - 37 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	3.284 ms	0 - 43 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	3.64 ms	0 - 6 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	11.855 ms	0 - 22 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.828 ms	0 - 11 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® SA8775P	3.44 ms	0 - 24 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® SA8650P	3.44 ms	0 - 24 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® SA8255P	3.44 ms	0 - 24 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® QCS8450	3.284 ms	0 - 43 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	3.252 ms	2 - 7 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	1.972 ms	0 - 0 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	1.042 ms	0 - 23 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® SA7255P	11.855 ms	0 - 22 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Qualcomm® SA8295P	3.943 ms	0 - 21 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Snapdragon® 8 Elite Mobile	1.042 ms	0 - 23 MB	NPU
QuickSRNetLarge	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.868 ms	0 - 24 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.4 ms	0 - 0 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Snapdragon® X Elite	0.776 ms	0 - 0 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.442 ms	0 - 34 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.823 ms	0 - 38 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	3.07 ms	0 - 2 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.748 ms	0 - 3 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	2.105 ms	0 - 24 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.644 ms	0 - 2 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® SA8775P	0.866 ms	0 - 25 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® SA8650P	0.866 ms	0 - 25 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® SA8255P	0.866 ms	0 - 25 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® QCS8450	0.823 ms	0 - 38 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.758 ms	0 - 2 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.776 ms	0 - 0 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	8.334 ms	0 - 135 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.909 ms	0 - 22 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.368 ms	0 - 29 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® SA7255P	2.105 ms	0 - 24 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Qualcomm® SA8295P	1.407 ms	11 - 32 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.368 ms	0 - 29 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.273 ms	0 - 25 MB	NPU
QuickSRNetLarge	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.909 ms	0 - 22 MB	NPU
QuickSRNetLarge	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	1.451 ms	0 - 39 MB	NPU
QuickSRNetLarge	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	3.489 ms	0 - 44 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	3.835 ms	3 - 10 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	12.184 ms	3 - 28 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.148 ms	0 - 69 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® SA8775P	3.818 ms	0 - 26 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® SA8650P	3.818 ms	0 - 26 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® SA8255P	3.818 ms	0 - 26 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® QCS8450	3.489 ms	0 - 44 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	3.625 ms	3 - 9 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	1.099 ms	0 - 25 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® SA7255P	12.184 ms	3 - 28 MB	NPU
QuickSRNetLarge	TFLITE	float	Qualcomm® SA8295P	4.194 ms	0 - 22 MB	NPU
QuickSRNetLarge	TFLITE	float	Snapdragon® 8 Elite Mobile	1.099 ms	0 - 25 MB	NPU
QuickSRNetLarge	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.883 ms	0 - 27 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.486 ms	0 - 35 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.916 ms	0 - 40 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	3.143 ms	0 - 3 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.8 ms	0 - 4 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	2.167 ms	0 - 26 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.778 ms	1 - 18 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® SA8775P	0.996 ms	0 - 27 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® SA8650P	0.996 ms	0 - 27 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® SA8255P	0.996 ms	0 - 27 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® QCS8450	0.916 ms	0 - 40 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.895 ms	0 - 3 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	8.552 ms	0 - 136 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.97 ms	0 - 24 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.387 ms	0 - 28 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® SA7255P	2.167 ms	0 - 26 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Qualcomm® SA8295P	1.491 ms	0 - 23 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.387 ms	0 - 28 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.301 ms	0 - 27 MB	NPU
QuickSRNetLarge	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.97 ms	0 - 24 MB	NPU

License

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

References

Community

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qualcomm/QuickSRNetLarge