v0.38.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.38.0 for changelog.
- README.md +41 -51
- ResNet-3D_float.dlc +2 -2
- ResNet-3D_float.onnx.zip +2 -2
- ResNet-3D_w8a8.dlc +1 -1
- ResNet-3D_w8a8.onnx.zip +0 -3
- precompiled/qualcomm-qcs6490-proxy/ResNet-3D_w8a8.bin +0 -3
- precompiled/qualcomm-qcs6490-proxy/ResNet-3D_w8a8.onnx.zip +0 -3
- precompiled/qualcomm-qcs6490-proxy/tool-versions.yaml +0 -3
- precompiled/qualcomm-snapdragon-x-elite/ResNet-3D_float.bin +0 -3
- precompiled/qualcomm-snapdragon-x-elite/ResNet-3D_float.onnx.zip +0 -3
- precompiled/qualcomm-snapdragon-x-elite/ResNet-3D_w8a8.bin +0 -3
- precompiled/qualcomm-snapdragon-x-elite/ResNet-3D_w8a8.onnx.zip +0 -3
- precompiled/qualcomm-snapdragon-x-elite/tool-versions.yaml +0 -3
- tool-versions.yaml +2 -3
README.md
CHANGED
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@@ -37,56 +37,46 @@ 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 |
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| ResNet-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC |
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| ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE |
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| ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 26.
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| ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE |
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| ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 13.
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| ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.
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| ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE |
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| ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 24.
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| ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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| ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC |
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| ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE |
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| ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 13.
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| ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE |
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| ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC |
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| ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE |
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| ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 13.
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| ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE |
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| ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 24.
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| ResNet-3D | float | Samsung Galaxy
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| ResNet-3D | float | Samsung Galaxy
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| ResNet-3D | float | Samsung Galaxy
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| ResNet-3D | float | Samsung Galaxy
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| ResNet-3D | float | Samsung Galaxy
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| ResNet-3D | float | Samsung Galaxy
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| ResNet-3D | float | Snapdragon
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| ResNet-3D | float | Snapdragon
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 |
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| ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.47 ms | 1 - 35 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.752 ms | 1 - 11 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.154 ms | 1 - 32 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 3.768 ms | 0 - 11 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4759.166 ms | 8 - 171 MB | NPU | [ResNet-3D.onnx.zip](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx.zip) |
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| ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.763 ms | 1 - 77 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 2.605 ms | 1 - 36 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3529.219 ms | 62 - 3178 MB | NPU | [ResNet-3D.onnx.zip](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx.zip) |
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| ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.029 ms | 357 - 357 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4309.673 ms | 115 - 115 MB | NPU | [ResNet-3D.onnx.zip](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx.zip) |
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torch_model = Model.from_pretrained()
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# Device
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-
device = hub.Device("Samsung Galaxy
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# Trace model
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input_shape = torch_model.get_input_spec()
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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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| 39 |
|---|---|---|---|---|---|---|---|---|
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| 40 |
+
| ResNet-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 525.359 ms | 0 - 52 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_DLC | 90.966 ms | 0 - 80 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 303.342 ms | 0 - 58 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_DLC | 26.499 ms | 2 - 65 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 294.838 ms | 0 - 24 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_DLC | 13.059 ms | 2 - 21 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 13.413 ms | 0 - 169 MB | NPU | [ResNet-3D.onnx.zip](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx.zip) |
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+
| ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 267.663 ms | 0 - 52 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_DLC | 24.096 ms | 2 - 79 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 525.359 ms | 0 - 52 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_DLC | 90.966 ms | 0 - 80 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 296.122 ms | 0 - 23 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_DLC | 13.113 ms | 2 - 24 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 345.45 ms | 0 - 45 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_DLC | 26.02 ms | 2 - 70 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 290.105 ms | 0 - 21 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_DLC | 13.081 ms | 2 - 24 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 267.663 ms | 0 - 52 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_DLC | 24.096 ms | 2 - 79 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 201.332 ms | 0 - 65 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_DLC | 9.335 ms | 2 - 92 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| 61 |
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| ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.727 ms | 2 - 63 MB | NPU | [ResNet-3D.onnx.zip](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx.zip) |
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| ResNet-3D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 201.044 ms | 0 - 55 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 S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 7.536 ms | 0 - 83 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 8.014 ms | 0 - 48 MB | NPU | [ResNet-3D.onnx.zip](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx.zip) |
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| ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 13.612 ms | 1031 - 1031 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 13.552 ms | 63 - 63 MB | NPU | [ResNet-3D.onnx.zip](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.onnx.zip) |
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| ResNet-3D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 13.193 ms | 1 - 33 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 5.711 ms | 1 - 79 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 3.763 ms | 1 - 12 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.139 ms | 1 - 33 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 24.11 ms | 1 - 61 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| 72 |
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| ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 13.193 ms | 1 - 33 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| 73 |
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| ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 3.756 ms | 1 - 11 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| 74 |
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| ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.459 ms | 1 - 35 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| 75 |
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| ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 3.758 ms | 0 - 12 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| 76 |
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| ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.139 ms | 1 - 33 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| 77 |
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| ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.762 ms | 1 - 80 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 2.198 ms | 1 - 37 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 4.009 ms | 355 - 355 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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torch_model = Model.from_pretrained()
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# Device
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device = hub.Device("Samsung Galaxy S25")
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# Trace model
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input_shape = torch_model.get_input_spec()
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ResNet-3D_float.dlc
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ResNet-3D_float.onnx.zip
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