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ResNet101Quantized

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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- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.169 ms | 0 - 11 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.32 ms | 0 - 3 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
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- | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.277 ms | 0 - 81 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.889 ms | 0 - 41 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 1.015 ms | 0 - 16 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
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- | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.513 ms | 0 - 60 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.796 ms | 0 - 36 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.882 ms | 0 - 31 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.375 ms | 0 - 45 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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- | ResNet101Quantized | SA7255P ADP | SA7255P | TFLITE | 15.898 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | SA7255P ADP | SA7255P | QNN | 16.684 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.166 ms | 0 - 56 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.344 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | SA8295P ADP | SA8295P | TFLITE | 1.789 ms | 0 - 22 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | SA8295P ADP | SA8295P | QNN | 2.224 ms | 0 - 11 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.17 ms | 0 - 57 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.329 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | SA8775P ADP | SA8775P | TFLITE | 1.471 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | SA8775P ADP | SA8775P | QNN | 1.778 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.57 ms | 0 - 30 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.363 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.46 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 15.898 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 16.684 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.163 ms | 0 - 11 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.328 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.471 ms | 0 - 21 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.778 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.375 ms | 0 - 44 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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- | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.605 ms | 0 - 25 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.31 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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- | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.183 ms | 48 - 48 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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@@ -132,7 +132,7 @@ ResNet101Quantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.2
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- Estimated peak memory usage (MB): [0, 11]
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  Total # Ops : 150
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  Compute Unit(s) : NPU (150 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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+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.151 ms | 0 - 185 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.288 ms | 0 - 3 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
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+ | ResNet101Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.731 ms | 0 - 72 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.88 ms | 0 - 93 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.975 ms | 0 - 20 MB | INT8 | NPU | [ResNet101Quantized.so](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.so) |
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+ | ResNet101Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.923 ms | 0 - 111 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.837 ms | 0 - 52 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.921 ms | 0 - 49 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.093 ms | 0 - 75 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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+ | ResNet101Quantized | SA7255P ADP | SA7255P | TFLITE | 15.97 ms | 0 - 42 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | SA7255P ADP | SA7255P | QNN | 16.393 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.148 ms | 0 - 184 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.279 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | SA8295P ADP | SA8295P | TFLITE | 1.82 ms | 0 - 47 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | SA8295P ADP | SA8295P | QNN | 1.895 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.149 ms | 0 - 181 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.273 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | SA8775P ADP | SA8775P | TFLITE | 1.449 ms | 0 - 44 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | SA8775P ADP | SA8775P | QNN | 1.568 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 4.464 ms | 0 - 74 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.183 ms | 0 - 12 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.713 ms | 0 - 2 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 15.97 ms | 0 - 42 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 16.393 ms | 0 - 9 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.149 ms | 0 - 186 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.275 ms | 0 - 3 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.449 ms | 0 - 44 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.568 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.376 ms | 0 - 89 MB | INT8 | NPU | [ResNet101Quantized.tflite](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.tflite) |
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+ | ResNet101Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.492 ms | 0 - 76 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.242 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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+ | ResNet101Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.703 ms | 46 - 46 MB | INT8 | NPU | [ResNet101Quantized.onnx](https://huggingface.co/qualcomm/ResNet101Quantized/blob/main/ResNet101Quantized.onnx) |
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 1.2
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+ Estimated peak memory usage (MB): [0, 185]
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  Total # Ops : 150
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  Compute Unit(s) : NPU (150 ops)
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  ```