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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. README.md +65 -63
  2. WideResNet50_w8a8.onnx +2 -2
README.md CHANGED
@@ -36,65 +36,67 @@ More details on model performance across various devices, can be found
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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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- | WideResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 24.353 ms | 0 - 83 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 24.437 ms | 1 - 10 MB | NPU | Use Export Script |
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- | WideResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.175 ms | 0 - 174 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.939 ms | 1 - 37 MB | NPU | Use Export Script |
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- | WideResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.894 ms | 0 - 1029 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.901 ms | 1 - 4 MB | NPU | Use Export Script |
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- | WideResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.449 ms | 0 - 83 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 7.191 ms | 1 - 12 MB | NPU | Use Export Script |
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- | WideResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 24.353 ms | 0 - 83 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 24.437 ms | 1 - 10 MB | NPU | Use Export Script |
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- | WideResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.909 ms | 0 - 834 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.942 ms | 1 - 4 MB | NPU | Use Export Script |
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- | WideResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.981 ms | 0 - 80 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.66 ms | 1 - 18 MB | NPU | Use Export Script |
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- | WideResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.898 ms | 0 - 1003 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.919 ms | 1 - 3 MB | NPU | Use Export Script |
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- | WideResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.449 ms | 0 - 83 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 7.191 ms | 1 - 12 MB | NPU | Use Export Script |
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- | WideResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.9 ms | 0 - 1030 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.949 ms | 1 - 10 MB | NPU | Use Export Script |
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- | WideResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.839 ms | 0 - 297 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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- | WideResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.639 ms | 0 - 174 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.783 ms | 0 - 40 MB | NPU | Use Export Script |
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- | WideResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.795 ms | 1 - 39 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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- | WideResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.028 ms | 0 - 88 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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- | WideResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.369 ms | 1 - 37 MB | NPU | Use Export Script |
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- | WideResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.506 ms | 0 - 36 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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- | WideResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.774 ms | 1 - 1 MB | NPU | Use Export Script |
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- | WideResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.464 ms | 133 - 133 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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- | WideResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.847 ms | 0 - 37 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.09 ms | 0 - 10 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.254 ms | 0 - 101 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.65 ms | 0 - 104 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.751 ms | 0 - 339 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.882 ms | 0 - 2 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.891 ms | 0 - 38 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 7.791 ms | 0 - 91 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 9.763 ms | 0 - 13 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 24.072 ms | 0 - 2 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.847 ms | 0 - 37 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.09 ms | 0 - 10 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.746 ms | 0 - 337 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.886 ms | 0 - 3 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.646 ms | 0 - 39 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.804 ms | 0 - 16 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.752 ms | 0 - 342 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.885 ms | 0 - 2 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.891 ms | 0 - 38 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.75 ms | 0 - 343 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.963 ms | 0 - 334 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 15.574 ms | 0 - 141 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
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- | WideResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.337 ms | 0 - 104 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.434 ms | 0 - 101 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.873 ms | 2 - 510 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
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- | WideResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.215 ms | 1 - 38 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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- | WideResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.266 ms | 0 - 43 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 11.622 ms | 2 - 437 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
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- | WideResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.826 ms | 0 - 0 MB | NPU | Use Export Script |
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- | WideResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 17.759 ms | 79 - 79 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
 
 
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@@ -158,8 +160,8 @@ Profiling Results
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  WideResNet50
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 24.4
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- Estimated peak memory usage (MB): [0, 83]
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  Total # Ops : 79
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  Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -248,13 +250,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.wideresnet50.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.wideresnet50.demo -- --on-device
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  ```
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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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+ | WideResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 23.989 ms | 0 - 98 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 24.312 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 6.835 ms | 0 - 171 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.749 ms | 0 - 40 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.821 ms | 0 - 996 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.816 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.285 ms | 0 - 98 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 7.09 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 23.989 ms | 0 - 98 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 24.312 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.831 ms | 0 - 989 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.796 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 7.893 ms | 0 - 86 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.671 ms | 1 - 17 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.896 ms | 0 - 982 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.824 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.285 ms | 0 - 98 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 7.09 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.838 ms | 0 - 1026 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.804 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.828 ms | 0 - 295 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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+ | WideResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.574 ms | 0 - 173 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.669 ms | 1 - 46 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.611 ms | 0 - 49 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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+ | WideResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.377 ms | 0 - 103 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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+ | WideResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 3.343 ms | 1 - 45 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.433 ms | 1 - 46 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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+ | WideResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.653 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | WideResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.537 ms | 132 - 132 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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+ | WideResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.754 ms | 0 - 37 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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+ | WideResNet50 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.015 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | WideResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 2.201 ms | 0 - 103 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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+ | WideResNet50 | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.526 ms | 0 - 103 MB | NPU | Use Export Script |
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+ | WideResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.771 ms | 0 - 383 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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+ | WideResNet50 | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.869 ms | 0 - 4 MB | NPU | Use Export Script |
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+ | WideResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.919 ms | 0 - 37 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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+ | WideResNet50 | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.989 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | WideResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 7.356 ms | 0 - 93 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
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+ | WideResNet50 | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 9.693 ms | 0 - 13 MB | NPU | Use Export Script |
78
+ | WideResNet50 | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 23.535 ms | 0 - 2 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
79
+ | WideResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.754 ms | 0 - 37 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
80
+ | WideResNet50 | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.015 ms | 0 - 9 MB | NPU | Use Export Script |
81
+ | WideResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.78 ms | 0 - 384 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
82
+ | WideResNet50 | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.87 ms | 0 - 7 MB | NPU | Use Export Script |
83
+ | WideResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.605 ms | 0 - 39 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
84
+ | WideResNet50 | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.785 ms | 0 - 17 MB | NPU | Use Export Script |
85
+ | WideResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.777 ms | 0 - 387 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
86
+ | WideResNet50 | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.87 ms | 0 - 2 MB | NPU | Use Export Script |
87
+ | WideResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.919 ms | 0 - 37 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
88
+ | WideResNet50 | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.989 ms | 0 - 10 MB | NPU | Use Export Script |
89
+ | WideResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.785 ms | 0 - 382 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
90
+ | WideResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.865 ms | 0 - 367 MB | NPU | Use Export Script |
91
+ | WideResNet50 | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 18.051 ms | 2 - 136 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
92
+ | WideResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.351 ms | 0 - 104 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
93
+ | WideResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.407 ms | 0 - 100 MB | NPU | Use Export Script |
94
+ | WideResNet50 | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.978 ms | 0 - 502 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
95
+ | WideResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.247 ms | 0 - 43 MB | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.tflite) |
96
+ | WideResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.294 ms | 0 - 45 MB | NPU | Use Export Script |
97
+ | WideResNet50 | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 14.503 ms | 2 - 614 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
98
+ | WideResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.793 ms | 0 - 0 MB | NPU | Use Export Script |
99
+ | WideResNet50 | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 17.323 ms | 76 - 76 MB | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50_w8a8.onnx) |
100
 
101
 
102
 
 
160
  WideResNet50
161
  Device : cs_8275 (ANDROID 14)
162
  Runtime : TFLITE
163
+ Estimated inference time (ms) : 24.0
164
+ Estimated peak memory usage (MB): [0, 98]
165
  Total # Ops : 79
166
  Compute Unit(s) : npu (79 ops) gpu (0 ops) cpu (0 ops)
167
  ```
 
250
  You can also run the demo on-device.
251
 
252
  ```bash
253
+ python -m qai_hub_models.models.wideresnet50.demo --eval-mode on-device
254
  ```
255
 
256
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
257
  environment, please add the following to your cell (instead of the above).
258
  ```
259
+ %run -m qai_hub_models.models.wideresnet50.demo -- --eval-mode on-device
260
  ```
261
 
262
 
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