Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data
Paper • 2107.10833 • Published • 2
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 2.42, ONNX Runtime 1.24.3 | Download |
| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | 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 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® 8 Elite Gen 5 Mobile | 2.65 ms | 0 - 152 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Snapdragon® 8 Elite Mobile | 3.572 ms | 0 - 147 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Snapdragon® X2 Elite | 3.438 ms | 4 - 4 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Snapdragon® X Elite | 6.426 ms | 9 - 9 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Snapdragon® X Elite | 6.426 ms | 9 - 9 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 4.557 ms | 6 - 199 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.973 ms | 6 - 8 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Qualcomm® QCS9075 | 9.826 ms | 6 - 9 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.572 ms | 0 - 147 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.695 ms | 0 - 157 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 0.979 ms | 0 - 39 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® X2 Elite | 2.788 ms | 0 - 0 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® X Elite | 1.948 ms | 2 - 2 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® X Elite | 1.948 ms | 2 - 2 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.226 ms | 0 - 169 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Qualcomm® QCS6490 | 154.727 ms | 23 - 29 MB | CPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.728 ms | 0 - 79 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Qualcomm® QCS9075 | 1.95 ms | 0 - 3 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Qualcomm® QCM6690 | 146.545 ms | 23 - 31 MB | CPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.979 ms | 0 - 39 MB | NPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 119.411 ms | 26 - 35 MB | CPU |
| Real-ESRGAN-General-x4v3 | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 119.411 ms | 26 - 35 MB | CPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.302 ms | 0 - 159 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 3.253 ms | 0 - 155 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Snapdragon® X2 Elite | 3.497 ms | 0 - 0 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® X Elite | 6.353 ms | 0 - 0 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 4.291 ms | 0 - 184 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 33.183 ms | 0 - 150 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 5.828 ms | 0 - 3 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® SA8775P | 9.407 ms | 0 - 154 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® SA8775P | 9.407 ms | 0 - 154 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® SA8775P | 9.407 ms | 0 - 154 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® QCS9075 | 9.619 ms | 0 - 5 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 8.887 ms | 0 - 89 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® SA7255P | 33.183 ms | 0 - 150 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Qualcomm® SA8295P | 9.725 ms | 0 - 51 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.253 ms | 0 - 155 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.638 ms | 0 - 38 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 0.924 ms | 0 - 39 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 0.97 ms | 0 - 0 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.975 ms | 0 - 0 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® X Elite | 1.975 ms | 0 - 0 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.242 ms | 0 - 163 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 6.263 ms | 0 - 2 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 5.675 ms | 0 - 148 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.751 ms | 0 - 2 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.047 ms | 0 - 151 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.047 ms | 0 - 151 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® SA8775P | 2.047 ms | 0 - 151 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 1.98 ms | 2 - 4 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 25.018 ms | 0 - 147 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 2.809 ms | 0 - 66 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® SA7255P | 5.675 ms | 0 - 148 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Qualcomm® SA8295P | 3.233 ms | 0 - 45 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.924 ms | 0 - 39 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.353 ms | 0 - 147 MB | NPU |
| Real-ESRGAN-General-x4v3 | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.353 ms | 0 - 147 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.302 ms | 0 - 163 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Snapdragon® 8 Elite Mobile | 3.219 ms | 0 - 158 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 4.291 ms | 0 - 186 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 33.217 ms | 3 - 157 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 5.886 ms | 3 - 6 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® SA8775P | 9.439 ms | 3 - 160 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® SA8775P | 9.439 ms | 3 - 160 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® SA8775P | 9.439 ms | 3 - 160 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® QCS9075 | 9.566 ms | 3 - 11 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 8.891 ms | 3 - 96 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® SA7255P | 33.217 ms | 3 - 157 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Qualcomm® SA8295P | 9.76 ms | 3 - 57 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 3.219 ms | 0 - 158 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 0.648 ms | 0 - 39 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 0.918 ms | 0 - 35 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 1.244 ms | 12 - 177 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® QCS6490 | 6.18 ms | 1 - 5 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 5.693 ms | 1 - 150 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 1.759 ms | 0 - 2 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® SA8775P | 2.063 ms | 0 - 152 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® SA8775P | 2.063 ms | 0 - 152 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® SA8775P | 2.063 ms | 0 - 152 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® QCS9075 | 1.997 ms | 0 - 4 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® QCM6690 | 24.952 ms | 1 - 150 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 2.842 ms | 0 - 65 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® SA7255P | 5.693 ms | 1 - 150 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Qualcomm® SA8295P | 3.227 ms | 0 - 46 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 0.918 ms | 0 - 35 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.364 ms | 0 - 149 MB | NPU |
| Real-ESRGAN-General-x4v3 | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2.364 ms | 0 - 149 MB | NPU |
License
- The license for the original implementation of Real-ESRGAN-General-x4v3 can be found here.
References
- Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data
- Source Model Implementation
Community
- Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
- For questions or feedback please reach out to us.