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WideResNet50

Image Classification
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LiteRT
backbone
android
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@@ -1,10 +1,10 @@
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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-classification
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  tags:
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  - backbone
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  - android
 
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  ---
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@@ -35,31 +35,35 @@ 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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- | WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.872 ms | 0 - 587 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.683 ms | 1 - 346 MB | FP16 | NPU | [WideResNet50.so](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.so) |
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- | WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.295 ms | 0 - 290 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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- | WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.656 ms | 0 - 31 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.212 ms | 0 - 34 MB | FP16 | NPU | [WideResNet50.so](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.so) |
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- | WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.764 ms | 0 - 39 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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- | WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.072 ms | 0 - 31 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.991 ms | 1 - 30 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.611 ms | 1 - 36 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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- | WideResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.854 ms | 0 - 587 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.038 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | SA7255P ADP | SA7255P | TFLITE | 180.866 ms | 0 - 26 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | SA7255P ADP | SA7255P | QNN | 184.7 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.909 ms | 2 - 500 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.04 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | SA8295P ADP | SA8295P | TFLITE | 8.21 ms | 0 - 24 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | SA8295P ADP | SA8295P | QNN | 7.918 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.864 ms | 0 - 597 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.042 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | SA8775P ADP | SA8775P | TFLITE | 8.463 ms | 0 - 26 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | SA8775P ADP | SA8775P | QNN | 8.644 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.139 ms | 0 - 31 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.242 ms | 1 - 26 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.908 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.668 ms | 133 - 133 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
 
 
 
 
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@@ -124,7 +128,7 @@ WideResNet50
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 4.9
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- Estimated peak memory usage (MB): [0, 587]
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  Total # Ops : 79
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  Compute Unit(s) : NPU (79 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
4
  tags:
5
  - backbone
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  - android
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+ pipeline_tag: image-classification
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9
  ---
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35
 
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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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+ | WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.872 ms | 0 - 517 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.031 ms | 1 - 3 MB | FP16 | NPU | [WideResNet50.so](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.so) |
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+ | WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.209 ms | 0 - 453 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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+ | WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.632 ms | 0 - 34 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.783 ms | 0 - 16 MB | FP16 | NPU | [WideResNet50.so](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.so) |
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+ | WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.744 ms | 0 - 40 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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+ | WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.422 ms | 0 - 30 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.554 ms | 1 - 32 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.597 ms | 1 - 35 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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+ | WideResNet50 | SA7255P ADP | SA7255P | TFLITE | 180.817 ms | 0 - 25 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | SA7255P ADP | SA7255P | QNN | 184.694 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.869 ms | 0 - 558 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.024 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | SA8295P ADP | SA8295P | TFLITE | 8.263 ms | 0 - 21 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | SA8295P ADP | SA8295P | QNN | 8.091 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.87 ms | 0 - 537 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.043 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | SA8775P ADP | SA8775P | TFLITE | 8.502 ms | 0 - 25 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | SA8775P ADP | SA8775P | QNN | 8.667 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 180.817 ms | 0 - 25 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 184.694 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.859 ms | 0 - 507 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.028 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 8.502 ms | 0 - 25 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 8.667 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.102 ms | 0 - 25 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.234 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.926 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.664 ms | 134 - 134 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 4.9
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+ Estimated peak memory usage (MB): [0, 517]
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  Total # Ops : 79
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  Compute Unit(s) : NPU (79 ops)
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  ```