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README.md
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@@ -35,31 +35,31 @@ 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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| WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.
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| WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.
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| WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.
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| WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.
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| WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 4.
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| WideResNet50 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.
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| WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 3.
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| WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN |
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| WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.
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| WideResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.
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| WideResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 5.
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| WideResNet50 | SA7255P ADP | SA7255P | TFLITE | 180.
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| WideResNet50 | SA7255P ADP | SA7255P | QNN | 184.
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| WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.
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| WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.
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| WideResNet50 | SA8295P ADP | SA8295P | TFLITE | 8.
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| WideResNet50 | SA8295P ADP | SA8295P | QNN | 8.
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| WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.
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| WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.
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| WideResNet50 | SA8775P ADP | SA8775P | TFLITE | 8.
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| WideResNet50 | SA8775P ADP | SA8775P | QNN | 8.
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| WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.
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| WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.
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| WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.
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| WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.
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@@ -124,7 +124,7 @@ 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,
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Total # Ops : 79
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Compute Unit(s) : NPU (79 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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| WideResNet50 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.862 ms | 0 - 567 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 | 5.679 ms | 1 - 376 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 | 5.208 ms | 0 - 1876 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 | 3.606 ms | 0 - 27 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 | 4.145 ms | 1 - 32 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 | 3.75 ms | 0 - 111 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 | 3.413 ms | 0 - 28 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 | 3.978 ms | 0 - 28 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.566 ms | 0 - 40 MB | FP16 | NPU | [WideResNet50.onnx](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.onnx) |
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| WideResNet50 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.873 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 | 5.055 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | SA7255P ADP | SA7255P | TFLITE | 180.919 ms | 0 - 27 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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| WideResNet50 | SA7255P ADP | SA7255P | QNN | 184.791 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.877 ms | 0 - 507 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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| WideResNet50 | SA8255 (Proxy) | SA8255P Proxy | QNN | 5.048 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | SA8295P ADP | SA8295P | TFLITE | 8.206 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 | 8.03 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.877 ms | 0 - 517 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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| WideResNet50 | SA8650 (Proxy) | SA8650P Proxy | QNN | 5.113 ms | 1 - 2 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | SA8775P ADP | SA8775P | TFLITE | 8.494 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 | 8.708 ms | 1 - 6 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.132 ms | 0 - 27 MB | FP16 | NPU | [WideResNet50.tflite](https://huggingface.co/qualcomm/WideResNet50/blob/main/WideResNet50.tflite) |
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| WideResNet50 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.24 ms | 1 - 27 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.913 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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| WideResNet50 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.65 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, 567]
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Total # Ops : 79
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Compute Unit(s) : NPU (79 ops)
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```
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