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Real-ESRGAN-x4plus

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@@ -1,9 +1,9 @@
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: image-to-image
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  tags:
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  - android
 
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  ---
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@@ -34,31 +34,35 @@ 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 | 69.664 ms | 0 - 114 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 | 65.559 ms | 0 - 38 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 | 68.807 ms | 1 - 107 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 | 53.682 ms | 1 - 111 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 | 49.852 ms | 0 - 105 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 | 52.425 ms | 6 - 173 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 | 40.361 ms | 3 - 137 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 | 42.94 ms | 0 - 131 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.209 ms | 6 - 134 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 | 68.926 ms | 0 - 113 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 | 63.373 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA7255P ADP | SA7255P | TFLITE | 3550.32 ms | 0 - 134 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 | SA7255P ADP | SA7255P | QNN | 3549.238 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 67.393 ms | 0 - 212 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 | 67.061 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | TFLITE | 114.344 ms | 3 - 130 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 | 112.232 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 74.08 ms | 3 - 43 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 | 65.413 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8775P ADP | SA8775P | TFLITE | 132.831 ms | 3 - 137 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 | SA8775P ADP | SA8775P | QNN | 131.078 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 146.131 ms | 3 - 108 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 | 147.462 ms | 0 - 88 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.975 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.748 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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@@ -122,8 +126,8 @@ 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) : 69.7
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- Estimated peak memory usage (MB): [0, 114]
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  Total # Ops : 1025
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  Compute Unit(s) : NPU (1025 ops)
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  ```
 
1
  ---
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  library_name: pytorch
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  license: bsd-3-clause
 
4
  tags:
5
  - android
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+ pipeline_tag: image-to-image
7
 
8
  ---
9
 
 
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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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  |---|---|---|---|---|---|---|---|---|
37
+ | Real-ESRGAN-x4plus | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 70.283 ms | 0 - 216 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 | 64.715 ms | 0 - 3 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 | 71.969 ms | 6 - 110 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 | 50.892 ms | 3 - 111 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 | 49.319 ms | 0 - 20 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 | 53.562 ms | 6 - 173 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 | 43.594 ms | 3 - 136 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 | 40.074 ms | 0 - 131 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 43.289 ms | 6 - 134 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 | SA7255P ADP | SA7255P | TFLITE | 3550.331 ms | 0 - 134 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 | SA7255P ADP | SA7255P | QNN | 3549.151 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 69.707 ms | 0 - 115 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 | 64.894 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | TFLITE | 114.334 ms | 3 - 127 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 | 112.243 ms | 0 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 64.493 ms | 0 - 211 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 | 63.661 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | SA8775P ADP | SA8775P | TFLITE | 132.795 ms | 3 - 137 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 | SA8775P ADP | SA8775P | QNN | 131.09 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3550.331 ms | 0 - 134 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 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3549.151 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 67.923 ms | 0 - 116 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 | 65.51 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 132.795 ms | 3 - 137 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 131.09 ms | 0 - 8 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 144.596 ms | 3 - 107 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 | 119.267 ms | 0 - 88 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.966 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.742 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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  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) : 70.3
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+ Estimated peak memory usage (MB): [0, 216]
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  Total # Ops : 1025
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  Compute Unit(s) : NPU (1025 ops)
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  ```