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v0.29.1

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See https://github.com/quic/ai-hub-models/releases/v0.29.1 for changelog.

Files changed (5) hide show
  1. README.md +49 -49
  2. ResNet-3D.so +0 -3
  3. ResNet-3D_w8a8.bin +0 -3
  4. ResNet-3D.bin → ResNet-3D_w8a8.onnx +2 -2
  5. ResNet-3D_w8a8.so +0 -3
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 | 112.442 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 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 93.009 ms | 1 - 11 MB | NPU | Use Export Script |
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- | ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 41.883 ms | 29 - 70 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 | 28.695 ms | 2 - 64 MB | NPU | Use Export Script |
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- | ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 21.702 ms | 4 - 873 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 | 14.629 ms | 2 - 5 MB | NPU | Use Export Script |
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- | ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 36.182 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 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 25.6 ms | 2 - 15 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 112.442 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 | SA7255P ADP | Qualcomm® SA7255P | QNN | 93.009 ms | 1 - 11 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 21.726 ms | 3 - 769 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 | 14.601 ms | 2 - 4 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 43.795 ms | 29 - 57 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 | 27.392 ms | 0 - 18 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 21.62 ms | 2 - 846 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 | 14.631 ms | 2 - 14 MB | NPU | Use Export Script |
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- | ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 36.182 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 | SA8775P ADP | Qualcomm® SA8775P | QNN | 25.6 ms | 2 - 15 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 21.831 ms | 0 - 879 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 | 14.608 ms | 2 - 20 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 14.787 ms | 0 - 135 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 | 15.785 ms | 27 - 69 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 - 73 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.354 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 | 14.22 ms | 27 - 57 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 | 10.535 ms | 2 - 58 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.558 ms | 2 - 46 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 | 14.967 ms | 2 - 2 MB | NPU | Use Export Script |
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- | ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.916 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 | 13.467 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.414 ms | 1 - 76 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.146 ms | 1 - 3 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.641 ms | 1 - 14 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 31.166 ms | 1 - 12 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.467 ms | 1 - 10 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.171 ms | 1 - 2 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.43 ms | 1 - 18 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.164 ms | 0 - 2 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.641 ms | 1 - 14 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.161 ms | 1 - 9 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.889 ms | 0 - 39 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 | 3.017 ms | 1 - 77 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.715 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.737 ms | 1 - 36 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.503 ms | 0 - 34 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 | 4.359 ms | 1 - 1 MB | NPU | Use Export Script |
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- | ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.266 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) : 112.4
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- Estimated peak memory usage (MB): [29, 56]
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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 | 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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  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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