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WideResNet50-Quantized

Image Classification
PyTorch
LiteRT
ONNX
backbone
quantized
android
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@@ -36,38 +36,38 @@ 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.748 ms | 0 - 347 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.892 ms | 0 - 2 MB | INT8 | NPU | [WideResNet50-Quantized.so](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.so) |
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- | WideResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.923 ms | 0 - 209 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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- | WideResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.327 ms | 0 - 104 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.455 ms | 0 - 20 MB | INT8 | NPU | [WideResNet50-Quantized.so](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.so) |
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- | WideResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.13 ms | 0 - 118 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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- | WideResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.205 ms | 0 - 43 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.222 ms | 0 - 44 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.205 ms | 0 - 59 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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- | WideResNet50-Quantized | SA7255P ADP | SA7255P | TFLITE | 22.219 ms | 0 - 36 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | SA7255P ADP | SA7255P | QNN | 23.427 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.745 ms | 0 - 344 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.917 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.721 ms | 0 - 39 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | SA8295P ADP | SA8295P | QNN | 2.803 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.745 ms | 0 - 338 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.892 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.052 ms | 0 - 37 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | SA8775P ADP | SA8775P | QNN | 2.252 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 7.917 ms | 0 - 92 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 9.607 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 24.195 ms | 0 - 2 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 22.219 ms | 0 - 36 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 23.427 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.745 ms | 0 - 347 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.874 ms | 0 - 4 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.052 ms | 0 - 37 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.252 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.182 ms | 0 - 98 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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- | WideResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.27 ms | 0 - 98 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.797 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | WideResNet50-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.79 ms | 70 - 70 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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@@ -131,8 +131,8 @@ Profiling Results
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  WideResNet50-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1.7
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- Estimated peak memory usage (MB): [0, 347]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```
 
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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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.758 ms | 0 - 340 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.888 ms | 0 - 3 MB | INT8 | NPU | [WideResNet50-Quantized.so](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.so) |
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+ | WideResNet50-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 18.568 ms | 2 - 212 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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+ | WideResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.365 ms | 0 - 100 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.476 ms | 0 - 18 MB | INT8 | NPU | [WideResNet50-Quantized.so](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.so) |
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+ | WideResNet50-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 15.545 ms | 2 - 466 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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+ | WideResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.215 ms | 0 - 41 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.286 ms | 0 - 38 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 16.241 ms | 2 - 403 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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+ | WideResNet50-Quantized | SA7255P ADP | SA7255P | TFLITE | 22.242 ms | 0 - 37 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | SA7255P ADP | SA7255P | QNN | 23.378 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.752 ms | 0 - 337 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.894 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.665 ms | 0 - 39 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | SA8295P ADP | SA8295P | QNN | 2.796 ms | 0 - 17 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.757 ms | 0 - 344 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.891 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | SA8775P ADP | SA8775P | TFLITE | 2.054 ms | 0 - 36 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | SA8775P ADP | SA8775P | QNN | 2.211 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 8.05 ms | 0 - 94 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 9.823 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 24.189 ms | 0 - 2 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 22.242 ms | 0 - 37 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 23.378 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.749 ms | 0 - 341 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.881 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 2.054 ms | 0 - 36 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 2.211 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 2.205 ms | 0 - 100 MB | INT8 | NPU | [WideResNet50-Quantized.tflite](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.tflite) |
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+ | WideResNet50-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 2.354 ms | 0 - 101 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.825 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | WideResNet50-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 18.758 ms | 79 - 79 MB | INT8 | NPU | [WideResNet50-Quantized.onnx](https://huggingface.co/qualcomm/WideResNet50-Quantized/blob/main/WideResNet50-Quantized.onnx) |
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  WideResNet50-Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 1.8
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+ Estimated peak memory usage (MB): [0, 340]
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  Total # Ops : 82
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  Compute Unit(s) : NPU (82 ops)
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  ```