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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: apache-2.0
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  tags:
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  - android
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  pipeline_tag: image-to-image
@@ -25,44 +25,44 @@ 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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  - Model checkpoint: ESRGAN_x4
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  - Input resolution: 128x128
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  - Number of parameters: 16.7M
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  - Model size: 64.0 MB
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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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- | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 70.149 ms | 0 - 54 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 69.911 ms | 0 - 51 MB | FP16 | NPU | [ESRGAN.so](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.so) |
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- | ESRGAN | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 71.874 ms | 0 - 114 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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- | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 52.864 ms | 3 - 180 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 53.273 ms | 0 - 145 MB | FP16 | NPU | [ESRGAN.so](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.so) |
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- | ESRGAN | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 51.689 ms | 6 - 201 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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- | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 42.09 ms | 3 - 179 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 46.592 ms | 0 - 145 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 38.892 ms | 6 - 128 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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- | ESRGAN | SA7255P ADP | SA7255P | TFLITE | 3556.057 ms | 0 - 176 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | SA7255P ADP | SA7255P | QNN | 3547.95 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 72.12 ms | 0 - 57 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | SA8255 (Proxy) | SA8255P Proxy | QNN | 65.445 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | SA8295P ADP | SA8295P | TFLITE | 121.117 ms | 3 - 166 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | SA8295P ADP | SA8295P | QNN | 111.717 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 73.893 ms | 0 - 44 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | SA8650 (Proxy) | SA8650P Proxy | QNN | 65.546 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | SA8775P ADP | SA8775P | TFLITE | 136.529 ms | 3 - 179 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | SA8775P ADP | SA8775P | QNN | 130.483 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 3556.057 ms | 0 - 176 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3547.95 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 69.561 ms | 3 - 39 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 63.05 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 136.529 ms | 3 - 179 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 130.483 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 122.894 ms | 3 - 173 MB | FP16 | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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- | ESRGAN | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 158.236 ms | 0 - 109 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.701 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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- | ESRGAN | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.455 ms | 38 - 38 MB | FP16 | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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@@ -124,12 +124,12 @@ python -m qai_hub_models.models.esrgan.export
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  Profiling Results
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  ------------------------------------------------------------
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  ESRGAN
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 70.1
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- Estimated peak memory usage (MB): [0, 54]
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- Total # Ops : 1024
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- Compute Unit(s) : NPU (1024 ops)
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  ```
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  ---
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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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  - Model checkpoint: ESRGAN_x4
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  - Input resolution: 128x128
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  - Number of parameters: 16.7M
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  - Model size: 64.0 MB
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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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+ | ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 456.773 ms | 0 - 175 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 448.472 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 125.184 ms | 3 - 174 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 122.19 ms | 0 - 133 MB | NPU | Use Export Script |
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+ | ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 67.347 ms | 3 - 40 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 63.68 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 110.254 ms | 3 - 179 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 105.306 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 456.773 ms | 0 - 175 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 448.472 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 72.613 ms | 3 - 40 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 69.836 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 121.102 ms | 3 - 167 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 111.705 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 70.733 ms | 0 - 54 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 64.105 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 110.254 ms | 3 - 179 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 105.306 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 70.557 ms | 0 - 54 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 65.372 ms | 0 - 65 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 74.859 ms | 7 - 118 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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+ | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 52.834 ms | 3 - 184 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 49.869 ms | 0 - 123 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 50.671 ms | 6 - 197 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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+ | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 41.908 ms | 3 - 179 MB | NPU | [ESRGAN.tflite](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.tflite) |
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+ | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 42.445 ms | 0 - 117 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 42.757 ms | 6 - 128 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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+ | ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 64.712 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | ESRGAN | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 65.556 ms | 38 - 38 MB | NPU | [ESRGAN.onnx](https://huggingface.co/qualcomm/ESRGAN/blob/main/ESRGAN.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  ESRGAN
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 456.8
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+ Estimated peak memory usage (MB): [0, 175]
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+ Total # Ops : 1024
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+ Compute Unit(s) : npu (1024 ops) gpu (0 ops) cpu (0 ops)
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  ```
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