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Video-MAE

Video Classification
PyTorch
LiteRT
ONNX
backbone
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: cc-by-4.0
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  tags:
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  - backbone
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  - android
@@ -26,44 +26,44 @@ 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: Kinectics-400
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  - Input resolution: 224x224
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  - Number of parameters: 87.7M
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  - Model size: 335 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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- | Video-MAE | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 209.548 ms | 0 - 34 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 526.426 ms | 9 - 48 MB | FP16 | NPU | [Video-MAE.so](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.so) |
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- | Video-MAE | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 602.467 ms | 0 - 119 MB | FP16 | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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- | Video-MAE | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 151.233 ms | 0 - 481 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 397.567 ms | 9 - 421 MB | FP16 | NPU | [Video-MAE.so](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.so) |
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- | Video-MAE | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 414.959 ms | 9 - 475 MB | FP16 | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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- | Video-MAE | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 140.452 ms | 0 - 486 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 364.704 ms | 9 - 423 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 542.685 ms | 9 - 484 MB | FP16 | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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- | Video-MAE | SA7255P ADP | SA7255P | TFLITE | 2611.461 ms | 0 - 486 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | SA7255P ADP | SA7255P | QNN | 3186.612 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 209.947 ms | 0 - 34 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | SA8255 (Proxy) | SA8255P Proxy | QNN | 449.869 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | SA8295P ADP | SA8295P | TFLITE | 350.99 ms | 0 - 495 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | SA8295P ADP | SA8295P | QNN | 668.517 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 209.433 ms | 0 - 39 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | SA8650 (Proxy) | SA8650P Proxy | QNN | 450.009 ms | 9 - 13 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | SA8775P ADP | SA8775P | TFLITE | 282.705 ms | 0 - 486 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | SA8775P ADP | SA8775P | QNN | 605.74 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 2611.461 ms | 0 - 486 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 3186.612 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 209.53 ms | 0 - 37 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 449.64 ms | 9 - 12 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 282.705 ms | 0 - 486 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 605.74 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 320.441 ms | 0 - 496 MB | FP16 | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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- | Video-MAE | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 630.253 ms | 9 - 433 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 472.415 ms | 9 - 9 MB | FP16 | NPU | Use Export Script |
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- | Video-MAE | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 703.263 ms | 189 - 189 MB | FP16 | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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@@ -125,12 +125,12 @@ python -m qai_hub_models.models.video_mae.export
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  Profiling Results
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  ------------------------------------------------------------
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  Video-MAE
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 209.5
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- Estimated peak memory usage (MB): [0, 34]
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- Total # Ops : 558
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- Compute Unit(s) : NPU (558 ops)
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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: Kinectics-400
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  - Input resolution: 224x224
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  - Number of parameters: 87.7M
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  - Model size: 335 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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+ | Video-MAE | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 542.815 ms | 0 - 486 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1109.689 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Video-MAE | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 323.747 ms | 0 - 493 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 595.319 ms | 8 - 422 MB | NPU | Use Export Script |
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+ | Video-MAE | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 206.848 ms | 3 - 37 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 450.528 ms | 9 - 12 MB | NPU | Use Export Script |
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+ | Video-MAE | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 232.481 ms | 0 - 485 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 490.352 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | Video-MAE | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 542.815 ms | 0 - 486 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 1109.689 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Video-MAE | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 210.108 ms | 0 - 34 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 449.965 ms | 9 - 11 MB | NPU | Use Export Script |
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+ | Video-MAE | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 351.239 ms | 0 - 495 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 668.708 ms | 0 - 18 MB | NPU | Use Export Script |
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+ | Video-MAE | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 209.337 ms | 0 - 41 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 450.426 ms | 9 - 11 MB | NPU | Use Export Script |
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+ | Video-MAE | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 232.481 ms | 0 - 485 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 490.352 ms | 2 - 12 MB | NPU | Use Export Script |
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+ | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 208.95 ms | 0 - 34 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 451.168 ms | 9 - 48 MB | NPU | Use Export Script |
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+ | Video-MAE | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 602.946 ms | 1 - 444 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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+ | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 150.686 ms | 0 - 481 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 371.233 ms | 9 - 426 MB | NPU | Use Export Script |
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+ | Video-MAE | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 415.267 ms | 4 - 470 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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+ | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 121.148 ms | 0 - 486 MB | NPU | [Video-MAE.tflite](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.tflite) |
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+ | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 348.424 ms | 9 - 430 MB | NPU | Use Export Script |
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+ | Video-MAE | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 543.346 ms | 9 - 485 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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+ | Video-MAE | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 472.798 ms | 9 - 9 MB | NPU | Use Export Script |
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+ | Video-MAE | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 703.166 ms | 189 - 189 MB | NPU | [Video-MAE.onnx](https://huggingface.co/qualcomm/Video-MAE/blob/main/Video-MAE.onnx) |
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  Profiling Results
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  ------------------------------------------------------------
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  Video-MAE
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+ Device : cs_8275 (ANDROID 14)
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+ Runtime : TFLITE
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+ Estimated inference time (ms) : 542.8
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+ Estimated peak memory usage (MB): [0, 486]
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+ Total # Ops : 558
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+ Compute Unit(s) : npu (558 ops) gpu (0 ops) cpu (0 ops)
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  ```
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