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Real-ESRGAN-x4plus

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@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - android
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  pipeline_tag: image-to-image
@@ -25,44 +25,76 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Super resolution
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  - **Model Stats:**
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  - Number of parameters: 16.7M
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  - Model size: 67.1 MB
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  - Model checkpoint: RealESRGAN_x4plus
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  - Input resolution: 128x128
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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 | 71.929 ms | 3 - 46 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 | 66.591 ms | 0 - 150 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 | 73.559 ms | 6 - 116 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 | 56.029 ms | 3 - 181 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 | 51.64 ms | 0 - 131 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 | 50.459 ms | 6 - 201 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 | 46.604 ms | 3 - 181 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 | 46.087 ms | 0 - 142 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 42.943 ms | 0 - 121 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 | 3557.43 ms | 0 - 177 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 | 3547.982 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 71.315 ms | 3 - 40 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 | 63.858 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8295P ADP | SA8295P | TFLITE | 114.087 ms | 3 - 153 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 | 110.946 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 71.565 ms | 3 - 40 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 | 63.651 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | SA8775P ADP | SA8775P | TFLITE | 137.549 ms | 3 - 181 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 | 130.535 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3557.43 ms | 0 - 177 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 | 3547.982 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 70.48 ms | 3 - 41 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 | 65.513 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 137.549 ms | 3 - 181 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 | 130.535 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 147.477 ms | 3 - 163 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 | 138.38 ms | 0 - 112 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.753 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | Real-ESRGAN-x4plus | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.621 ms | 37 - 37 MB | FP16 | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -124,12 +156,12 @@ python -m qai_hub_models.models.real_esrgan_x4plus.export
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  Profiling Results
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  ------------------------------------------------------------
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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) : 71.9
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- Estimated peak memory usage (MB): [3, 46]
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- Total # Ops : 1025
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- Compute Unit(s) : NPU (1025 ops)
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  ```
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1
  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - android
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  pipeline_tag: image-to-image
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.super_resolution
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  - **Model Stats:**
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  - Number of parameters: 16.7M
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  - Model size: 67.1 MB
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  - Model checkpoint: RealESRGAN_x4plus
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  - Input resolution: 128x128
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Real-ESRGAN-x4plus | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 458.491 ms | 2 - 179 MB | 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 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 448.624 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 122.711 ms | 3 - 162 MB | 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 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 142.778 ms | 0 - 137 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 72.198 ms | 0 - 54 MB | 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 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 69.552 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 111.216 ms | 3 - 179 MB | 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 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 105.355 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 458.491 ms | 2 - 179 MB | 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 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 448.624 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 69.583 ms | 0 - 54 MB | 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 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 62.691 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 114.026 ms | 0 - 150 MB | 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 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 110.924 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 73.602 ms | 3 - 40 MB | 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 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 63.036 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 111.216 ms | 3 - 179 MB | 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 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 105.355 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 73.776 ms | 3 - 40 MB | 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 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 65.241 ms | 0 - 48 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 70.097 ms | 0 - 105 MB | 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 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 54.046 ms | 3 - 185 MB | 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 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 49.815 ms | 0 - 125 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 50.79 ms | 6 - 199 MB | 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 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 47.024 ms | 3 - 182 MB | 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 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 39.839 ms | 0 - 117 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 42.923 ms | 0 - 121 MB | 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 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.733 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.618 ms | 37 - 37 MB | 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 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 74.301 ms | 1 - 186 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 71.536 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 38.102 ms | 1 - 193 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 40.751 ms | 0 - 187 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 25.126 ms | 0 - 35 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 25.663 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 23.914 ms | 1 - 185 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 23.8 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 107.45 ms | 1 - 267 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 167.186 ms | 0 - 12 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 1758.33 ms | 0 - 71 MB | GPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 74.301 ms | 1 - 186 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 71.536 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 25.145 ms | 0 - 35 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 25.565 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 43.011 ms | 1 - 186 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 37.219 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 25.4 ms | 0 - 35 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 25.688 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 23.914 ms | 1 - 185 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 23.8 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 25.248 ms | 0 - 36 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 25.668 ms | 0 - 40 MB | NPU | Use Export Script |
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+ | Real-ESRGAN-x4plus | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 26.771 ms | 8 - 69 MB | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.onnx) |
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+ | Real-ESRGAN-x4plus | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 17.866 ms | 1 - 188 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
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+ | Real-ESRGAN-x4plus | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 17.712 ms | 0 - 185 MB | NPU | Use Export Script |
92
+ | Real-ESRGAN-x4plus | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 19.208 ms | 8 - 250 MB | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.onnx) |
93
+ | Real-ESRGAN-x4plus | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 16.908 ms | 1 - 186 MB | NPU | [Real-ESRGAN-x4plus.tflite](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.tflite) |
94
+ | Real-ESRGAN-x4plus | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 15.747 ms | 0 - 187 MB | NPU | Use Export Script |
95
+ | Real-ESRGAN-x4plus | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 18.804 ms | 8 - 239 MB | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.onnx) |
96
+ | Real-ESRGAN-x4plus | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 26.641 ms | 0 - 0 MB | NPU | Use Export Script |
97
+ | Real-ESRGAN-x4plus | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 34.095 ms | 22 - 22 MB | NPU | [Real-ESRGAN-x4plus.onnx](https://huggingface.co/qualcomm/Real-ESRGAN-x4plus/blob/main/Real-ESRGAN-x4plus_w8a8.onnx) |
98
 
99
 
100
 
 
156
  Profiling Results
157
  ------------------------------------------------------------
158
  Real-ESRGAN-x4plus
159
+ Device : cs_8275 (ANDROID 14)
160
+ Runtime : TFLITE
161
+ Estimated inference time (ms) : 458.5
162
+ Estimated peak memory usage (MB): [2, 179]
163
+ Total # Ops : 1025
164
+ Compute Unit(s) : npu (1025 ops) gpu (0 ops) cpu (0 ops)
165
  ```
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