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README.md
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---
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library_name: pytorch
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license:
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tags:
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- backbone
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- android
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### Model Details
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- **Model Type:**
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- **Model Stats:**
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- Model checkpoint: Kinetics-400
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- Input resolution: 112x112
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- Number of parameters: 33.4M
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- Model size: 127 MB
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| Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D | SA7255P ADP | SA7255P |
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| ResNet-3D |
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| ResNet-3D | SA8255 (Proxy) | SA8255P Proxy |
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| ResNet-3D |
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| ResNet-3D | SA8295P ADP | SA8295P |
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| ResNet-3D |
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| ResNet-3D | SA8650 (Proxy) | SA8650P Proxy |
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| ResNet-3D |
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| ResNet-3D | SA8775P ADP | SA8775P |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D |
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| ResNet-3D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 14.
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| ResNet-3D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.
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Profiling Results
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------------------------------------------------------------
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ResNet-3D
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Device :
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Runtime : TFLITE
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Estimated inference time (ms) :
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Estimated peak memory usage (MB): [
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Total # Ops : 57
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Compute Unit(s) :
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```
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---
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library_name: pytorch
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license: other
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tags:
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- backbone
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- android
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### Model Details
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- **Model Type:** Model_use_case.video_classification
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- **Model Stats:**
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- Model checkpoint: Kinetics-400
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- Input resolution: 112x112
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- Number of parameters: 33.4M
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- Model size (float): 127 MB
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- Model size (w8a8): 33.4 MB
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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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| ResNet-3D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 112.481 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 | 93.096 ms | 0 - 10 MB | NPU | Use Export Script |
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| ResNet-3D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 38.899 ms | 29 - 74 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 | 28.604 ms | 2 - 65 MB | NPU | Use Export Script |
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| ResNet-3D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 23.388 ms | 5 - 856 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 | 14.485 ms | 2 - 6 MB | NPU | Use Export Script |
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| ResNet-3D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 36.213 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 | 25.614 ms | 2 - 16 MB | NPU | Use Export Script |
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| ResNet-3D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 112.481 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 | 93.096 ms | 0 - 10 MB | NPU | Use Export Script |
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| ResNet-3D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 22.191 ms | 2 - 853 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 | 14.616 ms | 2 - 4 MB | NPU | Use Export Script |
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| ResNet-3D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 40.76 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 | 27.386 ms | 0 - 18 MB | NPU | Use Export Script |
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| ResNet-3D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 21.597 ms | 0 - 919 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 | 14.729 ms | 2 - 5 MB | NPU | Use Export Script |
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| ResNet-3D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 36.213 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 | 25.614 ms | 2 - 16 MB | NPU | Use Export Script |
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| ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 21.644 ms | 8 - 857 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 | 14.559 ms | 2 - 20 MB | NPU | Use Export Script |
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| ResNet-3D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 15.091 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 | 16.385 ms | 28 - 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 | 10.517 ms | 2 - 73 MB | NPU | Use Export Script |
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| ResNet-3D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 11.522 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 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.961 ms | 29 - 61 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 | 10.497 ms | 2 - 58 MB | NPU | Use Export Script |
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| ResNet-3D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 9.504 ms | 0 - 44 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 | 14.953 ms | 2 - 2 MB | NPU | Use Export Script |
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| ResNet-3D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.874 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 | 13.469 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.473 ms | 1 - 78 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.144 ms | 1 - 4 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.644 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 30.745 ms | 1 - 14 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 13.469 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.148 ms | 1 - 4 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.424 ms | 1 - 18 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.159 ms | 1 - 3 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.644 ms | 1 - 15 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.154 ms | 1 - 10 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 3.816 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 | 3.041 ms | 1 - 77 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.754 ms | 0 - 77 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 | 2.733 ms | 1 - 36 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.845 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 | 4.431 ms | 1 - 1 MB | NPU | Use Export Script |
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| ResNet-3D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.325 ms | 33 - 33 MB | NPU | [ResNet-3D.onnx](https://huggingface.co/qualcomm/ResNet-3D/blob/main/ResNet-3D_w8a8.onnx) |
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Profiling Results
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------------------------------------------------------------
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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) : 112.5
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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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