v0.31.0
Browse filesSee https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.
- .gitattributes +2 -0
- README.md +48 -48
- ResNet-3D.dlc +3 -0
- ResNet-3D_w8a8.dlc +3 -0
.gitattributes
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@@ -35,3 +35,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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ResNet-3D.so filter=lfs diff=lfs merge=lfs -text
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ResNet-3D_w8a8.so filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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ResNet-3D.so filter=lfs diff=lfs merge=lfs -text
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ResNet-3D_w8a8.so filter=lfs diff=lfs merge=lfs -text
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ResNet-3D.dlc filter=lfs diff=lfs merge=lfs -text
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ResNet-3D_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
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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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|---|---|---|---|---|---|---|---|---|
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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) |
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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) |
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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) |
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-
| ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 36.
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-
| ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) |
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-
| ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE |
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-
| ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P |
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-
| ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.
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-
| ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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-
| ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 38.
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-
| ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P |
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-
| ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 22.
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-
| ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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-
| ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 36.
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-
| ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P |
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| ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.
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| ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.
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| ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 16.
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| ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 10.
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-
| ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 17.
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| ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX |
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-
| ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite |
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| ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.
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| ResNet-3D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) |
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| ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) |
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| ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) |
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| ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) |
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| ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) |
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| ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P |
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| ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) |
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| ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P |
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| ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) |
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| ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P |
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| ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile |
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| ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.
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| ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile |
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| ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.
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| ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile |
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| ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.
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| ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite |
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| ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.
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@@ -146,7 +146,7 @@ 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) :
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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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| 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 | 109.791 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_DLC | 93.682 ms | 0 - 66 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 | 34.821 ms | 29 - 72 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 | 28.396 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 | 21.807 ms | 3 - 1032 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 | 14.861 ms | 2 - 22 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 36.144 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_DLC | 26.0 ms | 2 - 57 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 | 109.791 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_DLC | 93.682 ms | 0 - 66 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 | 22.768 ms | 1 - 1032 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 | 14.907 ms | 2 - 23 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 | 38.657 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_DLC | 27.23 ms | 2 - 51 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 | 22.141 ms | 0 - 1044 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 | 14.872 ms | 2 - 28 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 | 36.144 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_DLC | 26.0 ms | 2 - 57 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 S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 22.376 ms | 2 - 1030 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_DLC | 15.027 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 13.579 ms | 0 - 134 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 | 16.401 ms | 28 - 85 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 | 10.802 ms | 2 - 71 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 | ONNX | 10.555 ms | 2 - 74 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 | 17.428 ms | 27 - 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_DLC | 9.932 ms | 2 - 63 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D.dlc) |
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| ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.986 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_DLC | 15.739 ms | 1018 - 1018 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 | 14.486 ms | 63 - 63 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_DLC | 13.41 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 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 5.993 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 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 4.015 ms | 1 - 9 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 | 4.436 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 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 31.545 ms | 1 - 50 MB | NPU | [ResNet-3D.dlc](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.dlc) |
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| ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 13.41 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 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 4.02 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 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 7.484 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 | 4.03 ms | 0 - 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 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.436 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 | 4.035 ms | 0 - 13 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 | 3.811 ms | 0 - 78 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_DLC | 2.926 ms | 1 - 81 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 S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.841 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_DLC | 2.781 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 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.81 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_DLC | 5.019 ms | 386 - 386 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 | 4.328 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) : 109.8
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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.dlc
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version https://git-lfs.github.com/spec/v1
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oid sha256:e0f683e432e08aadf16bf37b104d94e21035a02449467dcf5156c4117166d97a
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size 133528873
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ResNet-3D_w8a8.dlc
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version https://git-lfs.github.com/spec/v1
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oid sha256:170813e29b00c0bb5b86bac4c88f067f04fd21c14f7c0b0f21a69ef1b0b43777
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size 33704489
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