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Real-ESRGAN-x4plus

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@@ -34,27 +34,29 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 68.798 ms | 3 - 6 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 67.503 ms | 0 - 109 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 70.73 ms | 0 - 43 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 55.834 ms | 3 - 662 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 55.888 ms | 0 - 108 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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- | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 55.527 ms | 8 - 697 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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- | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 61.376 ms | 1 - 4 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 62.924 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 66.879 ms | 3 - 5 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | QNN | 63.674 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 63.276 ms | 3 - 6 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8775 (Proxy) | SA8775P Proxy | QNN | 63.755 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 66.934 ms | 3 - 6 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | QNN | 63.721 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 143.595 ms | 0 - 617 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 138.583 ms | 0 - 85 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 42.951 ms | 3 - 184 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 43.454 ms | 0 - 129 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.103 ms | 0 - 177 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 65.203 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.666 ms | 39 - 39 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
 
 
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@@ -119,8 +121,8 @@ Profiling Results
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  Real-ESRGAN-x4plus
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 68.8
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- Estimated peak memory usage (MB): [3, 6]
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  Total # Ops : 1028
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  Compute Unit(s) : NPU (1028 ops)
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  ```
 
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 71.396 ms | 4 - 6 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 66.442 ms | 0 - 39 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 66.41 ms | 0 - 42 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 52.224 ms | 3 - 668 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 50.289 ms | 0 - 106 MB | FP16 | NPU | [Real-ESRGAN-x4plus.so](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.so) |
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+ | Real-ESRGAN-x4plus | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 52.34 ms | 7 - 696 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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+ | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 42.952 ms | 3 - 184 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 42.941 ms | 0 - 131 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.05 ms | 7 - 184 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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+ | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 67.464 ms | 0 - 5 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 62.228 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 69.564 ms | 3 - 6 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | QNN | 63.182 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 72.955 ms | 3 - 5 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8775 (Proxy) | SA8775P Proxy | QNN | 64.422 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 62.458 ms | 3 - 6 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | QNN | 62.387 ms | 0 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | TFLITE | 113.139 ms | 3 - 171 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | QNN | 113.092 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 163.761 ms | 0 - 615 MB | FP16 | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.tflite) |
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+ | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 140.807 ms | 0 - 86 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 65.841 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.64 ms | 38 - 38 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
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  Real-ESRGAN-x4plus
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 71.4
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+ Estimated peak memory usage (MB): [4, 6]
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  Total # Ops : 1028
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  Compute Unit(s) : NPU (1028 ops)
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  ```