v0.47.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.
README.md
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.
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| QNN_DLC |
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| TFLITE |
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For more device-specific assets and performance metrics, visit **[Real-ESRGAN-x4plus on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/real_esrgan_x4plus)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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|---|---|---|---|---|---|---
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| Real-ESRGAN-x4plus | ONNX |
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| Real-ESRGAN-x4plus | ONNX |
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| Real-ESRGAN-x4plus | ONNX |
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| Real-ESRGAN-x4plus | ONNX |
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| Real-ESRGAN-x4plus | ONNX |
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| Real-ESRGAN-x4plus | ONNX |
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| Real-ESRGAN-x4plus |
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| Real-ESRGAN-x4plus | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 49.703 ms | 0 - 752 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 452.116 ms | 0 - 348 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 62.963 ms | 0 - 4 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Qualcomm® SA8775P | 503.535 ms | 0 - 347 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Qualcomm® QCS9075 | 108.847 ms | 0 - 5 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 113.142 ms | 1 - 757 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Qualcomm® SA7255P | 452.116 ms | 0 - 348 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Qualcomm® SA8295P | 111.293 ms | 0 - 357 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 37.922 ms | 0 - 332 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 25.742 ms | 0 - 331 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Snapdragon® X Elite | 25.884 ms | 0 - 0 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.79 ms | 0 - 691 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® QCS6490 | 109.873 ms | 2 - 4 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 69.033 ms | 0 - 478 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 24.619 ms | 0 - 3 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® SA8775P | 22.985 ms | 0 - 477 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 29.524 ms | 0 - 2 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® QCM6690 | 493.304 ms | 0 - 465 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 37.494 ms | 0 - 713 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® SA7255P | 69.033 ms | 0 - 478 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Qualcomm® SA8295P | 36.364 ms | 0 - 484 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 12.361 ms | 0 - 417 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 38.592 ms | 0 - 484 MB | NPU
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| Real-ESRGAN-x4plus | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.126 ms | 0 - 431 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 48.871 ms | 3 - 796 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 452.332 ms | 3 - 395 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 59.885 ms | 3 - 6 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Qualcomm® SA8775P | 105.619 ms | 3 - 393 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Qualcomm® QCS9075 | 109.28 ms | 1 - 45 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 113.953 ms | 4 - 784 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Qualcomm® SA7255P | 452.332 ms | 3 - 395 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Qualcomm® SA8295P | 110.425 ms | 3 - 398 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 38.056 ms | 3 - 373 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 28.131 ms | 3 - 377 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 13.828 ms | 1 - 674 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® QCS6490 | 93.178 ms | 1 - 26 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 64.674 ms | 1 - 450 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 18.667 ms | 1 - 4 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® SA8775P | 18.301 ms | 1 - 450 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® QCS9075 | 25.716 ms | 1 - 27 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® QCM6690 | 434.742 ms | 1 - 436 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 37.707 ms | 1 - 684 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® SA7255P | 64.674 ms | 1 - 450 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Qualcomm® SA8295P | 33.678 ms | 1 - 450 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 11.599 ms | 1 - 479 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 31.163 ms | 1 - 442 MB | NPU
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| Real-ESRGAN-x4plus | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 7.474 ms | 1 - 508 MB | NPU
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## License
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* The license for the original implementation of Real-ESRGAN-x4plus can be found
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/real_esrgan_x4plus/releases/v0.47.0/real_esrgan_x4plus-onnx-float.zip)
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| ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/real_esrgan_x4plus/releases/v0.47.0/real_esrgan_x4plus-onnx-w8a8.zip)
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| QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/real_esrgan_x4plus/releases/v0.47.0/real_esrgan_x4plus-qnn_dlc-float.zip)
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| QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/real_esrgan_x4plus/releases/v0.47.0/real_esrgan_x4plus-qnn_dlc-w8a8.zip)
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| TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/real_esrgan_x4plus/releases/v0.47.0/real_esrgan_x4plus-tflite-float.zip)
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| TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/real_esrgan_x4plus/releases/v0.47.0/real_esrgan_x4plus-tflite-w8a8.zip)
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For more device-specific assets and performance metrics, visit **[Real-ESRGAN-x4plus on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/real_esrgan_x4plus)**.
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## Performance Summary
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| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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| Real-ESRGAN-x4plus | ONNX | w8a8 | Snapdragon® X Elite | 26.399 ms | 21 - 21 MB | NPU
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| Real-ESRGAN-x4plus | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 17.141 ms | 2 - 787 MB | NPU
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| Real-ESRGAN-x4plus | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 24.98 ms | 0 - 30 MB | NPU
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| Real-ESRGAN-x4plus | ONNX | w8a8 | Qualcomm® QCS9075 | 31.299 ms | 2 - 4 MB | NPU
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| Real-ESRGAN-x4plus | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 12.69 ms | 2 - 486 MB | NPU
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| Real-ESRGAN-x4plus | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.146 ms | 2 - 497 MB | NPU
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| Real-ESRGAN-x4plus | ONNX | w8a8 | Snapdragon® X2 Elite | 10.302 ms | 23 - 23 MB | NPU
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## License
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* The license for the original implementation of Real-ESRGAN-x4plus can be found
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