v0.30.5
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.
- README.md +49 -49
- ResNet-2Plus1D_w8a8.onnx +2 -2
README.md
CHANGED
@@ -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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|---|---|---|---|---|---|---|---|---|
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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 |
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
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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 | 126.
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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 |
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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 |
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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 | 115.
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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 | 126.
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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 |
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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 |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.939 ms |
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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 |
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| ResNet-2Plus1D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN |
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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 |
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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 | 808.132 ms | 28 - 67 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 | 633.759 ms | 0 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 121.69 ms | 28 - 92 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 | 25.831 ms | 2 - 87 MB | NPU | Use Export Script |
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+
| ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 116.524 ms | 0 - 776 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 | 13.028 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 126.801 ms | 28 - 67 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 | 21.673 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 808.132 ms | 28 - 67 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 | 633.759 ms | 0 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 114.771 ms | 3 - 757 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 | 12.995 ms | 3 - 5 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 144.017 ms | 28 - 64 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 | 23.532 ms | 0 - 18 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 115.381 ms | 2 - 756 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 | 13.15 ms | 2 - 4 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 126.801 ms | 28 - 67 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 | 21.673 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 114.135 ms | 0 - 788 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 | 13.058 ms | 2 - 22 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.225 ms | 0 - 171 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 | 87.096 ms | 27 - 89 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 | 9.32 ms | 2 - 91 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.255 ms | 2 - 94 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 | 82.64 ms | 27 - 67 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 | 7.544 ms | 2 - 72 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.939 ms | 2 - 70 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 | 13.168 ms | 2 - 2 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.7 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 | 83.19 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 5.979 ms | 1 - 59 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.917 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.372 ms | 1 - 12 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.975 ms | 1 - 11 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 83.19 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.909 ms | 1 - 2 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.111 ms | 1 - 17 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.911 ms | 1 - 2 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.372 ms | 1 - 12 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.918 ms | 0 - 17 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.71 ms | 0 - 48 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 | 2.801 ms | 1 - 60 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.632 ms | 0 - 58 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 | 2.56 ms | 1 - 45 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.286 ms | 1 - 44 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 | 4.191 ms | 1 - 1 MB | NPU | Use Export Script |
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| ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 3.857 ms | 31 - 31 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) : 808.1
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Estimated peak memory usage (MB): [28, 67]
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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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ResNet-2Plus1D_w8a8.onnx
CHANGED
@@ -1,3 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:c6cd4288f6b6da53e999844278b037e92c5b7de488fc7413c19c14f614cb8fb8
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size 126098156
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