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ResNet-2Plus1D

Video Classification
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - backbone
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  - android
@@ -26,44 +26,63 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** 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: 31.5M
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- - Model size: 120 MB
 
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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 | 115.021 ms | 5 - 619 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 | QNN | 13.097 ms | 2 - 25 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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- | ResNet-2Plus1D | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 12.261 ms | 0 - 145 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 | 90.128 ms | 27 - 68 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 | QNN | 9.427 ms | 2 - 64 MB | FP16 | NPU | [ResNet-2Plus1D.so](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.so) |
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- | ResNet-2Plus1D | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 8.982 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 | 99.671 ms | 26 - 62 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 | QNN | 9.098 ms | 2 - 53 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 7.511 ms | 2 - 54 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 | 825.331 ms | 28 - 61 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 | QNN | 633.954 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 114.05 ms | 11 - 621 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 | QNN | 13.055 ms | 2 - 5 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8295P ADP | SA8295P | TFLITE | 143.632 ms | 28 - 60 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 | QNN | 23.163 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 114.974 ms | 0 - 683 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 | QNN | 13.172 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | SA8775P ADP | SA8775P | TFLITE | 155.245 ms | 28 - 60 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 | QNN | 26.559 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 825.331 ms | 28 - 61 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 | QNN | 633.954 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 116.676 ms | 4 - 631 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 | QNN | 13.06 ms | 2 - 6 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 155.245 ms | 28 - 60 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 | QNN | 26.559 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 128.7 ms | 28 - 72 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 | QNN | 21.395 ms | 2 - 57 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.294 ms | 2 - 2 MB | FP16 | NPU | Use Export Script |
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- | ResNet-2Plus1D | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.635 ms | 61 - 61 MB | FP16 | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -125,12 +144,12 @@ python -m qai_hub_models.models.resnet_2plus1d.export
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  Profiling Results
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  ------------------------------------------------------------
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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) : 115.0
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- Estimated peak memory usage (MB): [5, 619]
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- Total # Ops : 94
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- Compute Unit(s) : NPU (87 ops) CPU (7 ops)
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  ```
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1
  ---
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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: 31.5M
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+ - Model size (float): 120 MB
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+ - Model size (w8a8): 31.5 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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  |---|---|---|---|---|---|---|---|---|
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+ | ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 288.034 ms | 28 - 61 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 82.591 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 129.753 ms | 28 - 72 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 25.358 ms | 2 - 63 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 116.547 ms | 1 - 638 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 13.02 ms | 2 - 5 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 127.04 ms | 28 - 61 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 21.761 ms | 2 - 14 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 288.034 ms | 28 - 61 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 82.591 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 114.666 ms | 4 - 624 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 13.201 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 143.486 ms | 28 - 59 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 23.148 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 115.693 ms | 0 - 621 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 13.192 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 127.04 ms | 28 - 61 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 21.761 ms | 2 - 14 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 114.229 ms | 6 - 610 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 13.064 ms | 2 - 26 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 12.228 ms | 0 - 144 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 91.542 ms | 28 - 68 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 9.43 ms | 2 - 69 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 9.326 ms | 2 - 63 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 82.206 ms | 26 - 59 MB | NPU | [ResNet-2Plus1D.tflite](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.tflite) |
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+ | ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 9.168 ms | 2 - 61 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 7.551 ms | 2 - 53 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 13.316 ms | 2 - 2 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 12.696 ms | 61 - 61 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D.onnx) |
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+ | ResNet-2Plus1D | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 12.379 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 6.01 ms | 1 - 62 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.967 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.325 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 23.727 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 12.379 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.946 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 7.077 ms | 1 - 17 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.976 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.325 ms | 1 - 15 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.936 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 340.278 ms | 0 - 98 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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+ | ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.837 ms | 1 - 64 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 237.019 ms | 5 - 766 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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+ | ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.564 ms | 1 - 48 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 277.596 ms | 0 - 724 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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+ | ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.199 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | ResNet-2Plus1D | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 344.602 ms | 49 - 49 MB | NPU | [ResNet-2Plus1D.onnx](https://huggingface.co/qualcomm/ResNet-2Plus1D/blob/main/ResNet-2Plus1D_w8a8.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  ResNet-2Plus1D
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 288.0
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+ Estimated peak memory usage (MB): [28, 61]
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+ Total # Ops : 94
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+ Compute Unit(s) : npu (87 ops) gpu (0 ops) cpu (7 ops)
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  ```
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