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sh4lu-z/
Real-ESRGAN-General-x4v3

Name: Real-ESRGAN-General-x4v3
Availability: InStock

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Real-ESRGAN-General-x4v3: Optimized for Qualcomm Devices

Real-ESRGAN is a machine learning model that upscales an image with minimal loss in quality.

This is based on the implementation of Real-ESRGAN-General-x4v3 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 2.37, ONNX Runtime 1.23.0	Download
ONNX	w8a8	Universal	QAIRT 2.37, ONNX Runtime 1.23.0	Download
QNN_DLC	float	Universal	QAIRT 2.42	Download
QNN_DLC	w8a8	Universal	QAIRT 2.42	Download
TFLITE	float	Universal	QAIRT 2.42, TFLite 2.17.0	Download
TFLITE	w8a8	Universal	QAIRT 2.42, TFLite 2.17.0	Download

For more device-specific assets and performance metrics, visit Real-ESRGAN-General-x4v3 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 Real-ESRGAN-General-x4v3 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.super_resolution

Model Stats:

Model checkpoint: realesr-general-x4v3
Input resolution: 128x128
Number of parameters: 1.21M
Model size (float): 4.65 MB
Model size (w8a8): 1.25 MB

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
Real-ESRGAN-General-x4v3	ONNX	float	Snapdragon® X Elite	6.418 ms	8 - 8 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	float	Snapdragon® 8 Gen 3 Mobile	4.73 ms	8 - 147 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	float	Qualcomm® QCS8550 (Proxy)	6.435 ms	6 - 14 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	float	Qualcomm® QCS9075	9.991 ms	8 - 11 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	float	Snapdragon® 8 Elite For Galaxy Mobile	3.756 ms	0 - 101 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	2.911 ms	0 - 103 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Snapdragon® X Elite	1.869 ms	2 - 2 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	1.404 ms	0 - 126 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Qualcomm® QCS6490	152.953 ms	26 - 33 MB	CPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Qualcomm® QCS8550 (Proxy)	1.937 ms	0 - 11 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Qualcomm® QCS9075	2.255 ms	0 - 3 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Qualcomm® QCM6690	144.454 ms	25 - 34 MB	CPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	1.111 ms	0 - 107 MB	NPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	115.911 ms	24 - 33 MB	CPU
Real-ESRGAN-General-x4v3	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.854 ms	0 - 111 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Snapdragon® X Elite	6.353 ms	0 - 0 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	4.285 ms	0 - 185 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Qualcomm® QCS8275 (Proxy)	33.177 ms	0 - 151 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Qualcomm® QCS8550 (Proxy)	5.864 ms	0 - 130 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Qualcomm® SA8775P	42.169 ms	0 - 152 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Qualcomm® QCS9075	9.626 ms	0 - 5 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Qualcomm® QCS8450 (Proxy)	8.828 ms	0 - 93 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Qualcomm® SA7255P	33.177 ms	0 - 151 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Qualcomm® SA8295P	9.785 ms	0 - 50 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Snapdragon® 8 Elite For Galaxy Mobile	3.252 ms	0 - 154 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	2.329 ms	0 - 159 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Snapdragon® X Elite	1.96 ms	0 - 0 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	1.233 ms	0 - 162 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® QCS6490	6.349 ms	0 - 2 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® QCS8275 (Proxy)	5.643 ms	0 - 147 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® QCS8550 (Proxy)	1.75 ms	0 - 15 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® SA8775P	2.041 ms	0 - 152 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® QCS9075	1.969 ms	0 - 2 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® QCM6690	25.382 ms	0 - 147 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® QCS8450 (Proxy)	2.859 ms	0 - 65 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® SA7255P	5.643 ms	0 - 147 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Qualcomm® SA8295P	3.241 ms	0 - 44 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.919 ms	0 - 39 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	2.396 ms	0 - 147 MB	NPU
Real-ESRGAN-General-x4v3	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.654 ms	0 - 151 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	4.294 ms	3 - 190 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Qualcomm® QCS8275 (Proxy)	33.227 ms	3 - 157 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Qualcomm® QCS8550 (Proxy)	5.835 ms	3 - 5 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Qualcomm® SA8775P	9.451 ms	3 - 161 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Qualcomm® QCS9075	9.568 ms	3 - 11 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Qualcomm® QCS8450 (Proxy)	8.888 ms	3 - 99 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Qualcomm® SA7255P	33.227 ms	3 - 157 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Qualcomm® SA8295P	9.744 ms	3 - 57 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Snapdragon® 8 Elite For Galaxy Mobile	3.243 ms	0 - 161 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	2.328 ms	0 - 162 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	1.231 ms	0 - 163 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® QCS6490	5.946 ms	1 - 5 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® QCS8275 (Proxy)	5.689 ms	1 - 149 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® QCS8550 (Proxy)	1.748 ms	0 - 1 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® SA8775P	2.063 ms	0 - 153 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® QCS9075	1.988 ms	0 - 4 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® QCM6690	25.757 ms	1 - 149 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® QCS8450 (Proxy)	2.833 ms	0 - 66 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® SA7255P	5.689 ms	1 - 149 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Qualcomm® SA8295P	3.241 ms	0 - 45 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Snapdragon® 8 Elite For Galaxy Mobile	0.918 ms	0 - 40 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	2.407 ms	0 - 148 MB	NPU
Real-ESRGAN-General-x4v3	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.667 ms	0 - 152 MB	NPU

License

The license for the original implementation of Real-ESRGAN-General-x4v3 can be found here.

References

Community

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sh4lu-z/Real-ESRGAN-General-x4v3