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v0.30.5

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. README.md +49 -49
  2. ResNet-3D_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-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 115.967 ms | 29 - 55 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 93.055 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 48.388 ms | 29 - 73 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 28.4 ms | 2 - 60 MB | NPU | Use Export Script |
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- | ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 21.436 ms | 3 - 826 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 14.541 ms | 2 - 6 MB | NPU | Use Export Script |
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- | ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 36.142 ms | 29 - 56 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 25.6 ms | 0 - 11 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 115.967 ms | 29 - 55 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 93.055 ms | 0 - 10 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.638 ms | 0 - 859 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 14.59 ms | 2 - 5 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 43.531 ms | 29 - 55 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.394 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.236 ms | 5 - 855 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 14.526 ms | 2 - 5 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 36.142 ms | 29 - 56 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 25.6 ms | 0 - 11 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 21.677 ms | 1 - 818 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 14.545 ms | 2 - 24 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.771 ms | 0 - 215 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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- | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.186 ms | 29 - 68 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 10.525 ms | 2 - 71 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.399 ms | 2 - 57 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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- | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.121 ms | 27 - 56 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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- | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 10.455 ms | 2 - 58 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.544 ms | 1 - 45 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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- | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.941 ms | 2 - 2 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.896 ms | 64 - 64 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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- | ResNet-3D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 13.455 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.434 ms | 1 - 77 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.152 ms | 1 - 4 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.638 ms | 1 - 15 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 30.955 ms | 1 - 13 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.455 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.184 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.435 ms | 1 - 18 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.172 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.638 ms | 1 - 15 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.156 ms | 1 - 13 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.82 ms | 0 - 76 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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- | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.014 ms | 1 - 77 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.772 ms | 17 - 95 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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- | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.737 ms | 1 - 35 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.846 ms | 1 - 35 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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- | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.367 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.308 ms | 33 - 33 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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@@ -146,8 +146,8 @@ Profiling Results
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  ResNet-3D
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 116.0
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- Estimated peak memory usage (MB): [29, 55]
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  Total # Ops : 57
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  Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 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-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 733.976 ms | 29 - 71 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 710.631 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 37.02 ms | 29 - 75 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 27.952 ms | 2 - 68 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 22.822 ms | 3 - 998 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 15.548 ms | 2 - 5 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 36.258 ms | 29 - 71 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 26.492 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 733.976 ms | 29 - 71 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 710.631 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.221 ms | 2 - 1051 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 15.556 ms | 2 - 5 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 38.874 ms | 29 - 58 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 27.875 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.372 ms | 13 - 1043 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 15.475 ms | 2 - 6 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 36.258 ms | 29 - 71 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 26.492 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.543 ms | 1 - 1025 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 15.486 ms | 2 - 24 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.592 ms | 0 - 216 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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+ | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.423 ms | 28 - 86 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 11.439 ms | 2 - 76 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.829 ms | 2 - 75 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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+ | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.349 ms | 29 - 67 MB | NPU | [ResNet-3D.tflite](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.tflite) |
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+ | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.887 ms | 2 - 63 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 8.495 ms | 2 - 56 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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+ | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 15.545 ms | 2 - 2 MB | NPU | Use Export Script |
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+ | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.547 ms | 64 - 64 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx) |
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+ | ResNet-3D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 93.131 ms | 1 - 6 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.259 ms | 1 - 75 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.118 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.499 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 32.144 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 93.131 ms | 1 - 6 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.09 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.454 ms | 1 - 19 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.101 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.499 ms | 1 - 11 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.096 ms | 1 - 9 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.917 ms | 0 - 42 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.964 ms | 1 - 78 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.865 ms | 0 - 86 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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+ | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.739 ms | 1 - 37 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.835 ms | 0 - 40 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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+ | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.319 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.34 ms | 33 - 33 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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  ResNet-3D
147
  Device : cs_8275 (ANDROID 14)
148
  Runtime : TFLITE
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+ Estimated inference time (ms) : 734.0
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+ Estimated peak memory usage (MB): [29, 71]
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  Total # Ops : 57
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  Compute Unit(s) : npu (53 ops) gpu (0 ops) cpu (4 ops)
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  ```
ResNet-3D_w8a8.onnx CHANGED
@@ -1,3 +1,3 @@
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