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ResNet-2Plus1D

Video Classification
PyTorch
LiteRT
backbone
android
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  ---
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  library_name: pytorch
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  license: bsd-3-clause
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- pipeline_tag: video-classification
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  tags:
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  - backbone
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  - android
 
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  ---
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@@ -35,20 +35,22 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 116.022 ms | 4 - 601 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.287 ms | 0 - 147 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 90.026 ms | 27 - 66 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.487 ms | 2 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 87.279 ms | 27 - 67 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.446 ms | 2 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 116.79 ms | 4 - 605 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 828.253 ms | 28 - 63 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 117.896 ms | 4 - 604 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 142.683 ms | 28 - 65 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 116.463 ms | 0 - 601 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 156.295 ms | 28 - 64 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 129.52 ms | 28 - 71 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.848 ms | 62 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
 
 
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@@ -112,8 +114,8 @@ Profiling Results
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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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): [4, 601]
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  Total # Ops : 92
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  Compute Unit(s) : NPU (84 ops) CPU (8 ops)
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  ```
 
1
  ---
2
  library_name: pytorch
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  license: bsd-3-clause
 
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  tags:
5
  - backbone
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  - android
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+ pipeline_tag: video-classification
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9
  ---
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 116.096 ms | 4 - 604 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 14.167 ms | 1 - 149 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 91.555 ms | 28 - 66 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 10.417 ms | 2 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 87.288 ms | 27 - 67 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 8.504 ms | 2 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | SA7255P ADP | SA7255P | TFLITE | 830.38 ms | 28 - 63 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 115.396 ms | 3 - 604 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 143.406 ms | 28 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 116.049 ms | 4 - 605 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 156.266 ms | 28 - 63 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 830.38 ms | 28 - 63 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 116.339 ms | 4 - 604 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 156.266 ms | 28 - 63 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 126.865 ms | 28 - 66 MB | FP16 | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 14.788 ms | 62 - 62 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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  ResNet-2Plus1D
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 116.1
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+ Estimated peak memory usage (MB): [4, 604]
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  Total # Ops : 92
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  Compute Unit(s) : NPU (84 ops) CPU (8 ops)
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  ```