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README.md
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@@ -36,53 +36,53 @@ 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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| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE |
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| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 82.
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 129.
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 13.
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE |
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 21.
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 82.
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 114.
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 13.
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE |
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 21.
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 114.
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 13.
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 91.
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 9.
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.
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| ResNet-2Plus1D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.
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| ResNet-2Plus1D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.
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| ResNet-2Plus1D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.
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| ResNet-2Plus1D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.
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| ResNet-2Plus1D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.
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| ResNet-2Plus1D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.
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| ResNet-2Plus1D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.
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| ResNet-2Plus1D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.
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| ResNet-2Plus1D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.
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| ResNet-2Plus1D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX |
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX |
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@@ -146,8 +146,8 @@ Profiling Results
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ResNet-2Plus1D
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [28,
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Total # Ops : 94
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Compute Unit(s) : npu (87 ops) gpu (0 ops) cpu (7 ops)
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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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| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 298.942 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 82.556 ms | 0 - 9 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 129.604 ms | 28 - 70 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.173 ms | 2 - 62 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 114.603 ms | 4 - 611 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 13.007 ms | 2 - 6 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 126.798 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 21.767 ms | 2 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 298.942 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 82.556 ms | 0 - 9 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 114.233 ms | 4 - 684 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.188 ms | 2 - 6 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 145.196 ms | 28 - 59 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.142 ms | 0 - 18 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 114.22 ms | 5 - 634 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 13.129 ms | 2 - 6 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 126.798 ms | 28 - 60 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 21.767 ms | 2 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 114.661 ms | 4 - 636 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 13.059 ms | 0 - 22 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.378 ms | 0 - 143 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 91.192 ms | 28 - 71 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 9.431 ms | 0 - 66 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.112 ms | 2 - 64 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 99.849 ms | 27 - 61 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.16 ms | 2 - 61 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.003 ms | 0 - 52 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.275 ms | 2 - 2 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.614 ms | 61 - 61 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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| ResNet-2Plus1D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.33 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.121 ms | 1 - 63 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.942 ms | 1 - 5 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.339 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.683 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.33 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.976 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.115 ms | 1 - 18 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.964 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.339 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.944 ms | 0 - 15 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 335.081 ms | 0 - 79 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.836 ms | 0 - 61 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 238.947 ms | 7 - 767 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.567 ms | 1 - 46 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 237.791 ms | 2 - 726 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.212 ms | 1 - 1 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 346.366 ms | 51 - 51 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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ResNet-2Plus1D
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Device : cs_8275 (ANDROID 14)
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Runtime : TFLITE
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Estimated inference time (ms) : 298.9
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Estimated peak memory usage (MB): [28, 60]
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Total # Ops : 94
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Compute Unit(s) : npu (87 ops) gpu (0 ops) cpu (7 ops)
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```
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