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Person-Foot-Detection

Object Detection
PyTorch
LiteRT
real_time
bu_iot
android
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  1. README.md +90 -39
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
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  library_name: pytorch
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- license: bsd-3-clause
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  tags:
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  - real_time
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  - android
@@ -26,45 +26,96 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Object detection
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  - **Model Stats:**
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  - Inference latency: RealTime
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  - Input resolution: 640x480
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  - Number of output classes: 2
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  - Number of parameters: 2.53M
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- - Model size: 9.69 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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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 4.787 ms | 3 - 15 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 5.047 ms | 4 - 10 MB | FP16 | NPU | [Person-Foot-Detection.so](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.so) |
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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 5.473 ms | 13 - 35 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 3.388 ms | 0 - 32 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.432 ms | 0 - 27 MB | FP16 | NPU | [Person-Foot-Detection.so](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.so) |
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- | Person-Foot-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 3.703 ms | 2 - 42 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.902 ms | 26 - 48 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.513 ms | 4 - 24 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.854 ms | 4 - 32 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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- | Person-Foot-Detection | SA7255P ADP | SA7255P | TFLITE | 156.818 ms | 5 - 26 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA7255P ADP | SA7255P | QNN | 156.476 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.895 ms | 5 - 13 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
51
- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.848 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.379 ms | 5 - 29 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | QNN | 8.089 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.839 ms | 5 - 13 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.749 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 9.333 ms | 5 - 26 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | SA8775P ADP | SA8775P | QNN | 9.177 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 156.818 ms | 5 - 26 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 156.476 ms | 2 - 11 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.782 ms | 5 - 12 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
61
- | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.734 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 9.333 ms | 5 - 26 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 9.177 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.462 ms | 5 - 40 MB | FP16 | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.485 ms | 4 - 33 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.12 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.232 ms | 17 - 17 MB | FP16 | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -126,12 +177,12 @@ python -m qai_hub_models.models.foot_track_net.export
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  Profiling Results
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  ------------------------------------------------------------
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  Person-Foot-Detection
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- Device : Samsung Galaxy S23 (13)
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- Runtime : TFLITE
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- Estimated inference time (ms) : 4.8
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- Estimated peak memory usage (MB): [3, 15]
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- Total # Ops : 135
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- Compute Unit(s) : NPU (135 ops)
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  ```
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1
  ---
2
  library_name: pytorch
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+ license: other
4
  tags:
5
  - real_time
6
  - android
 
26
 
27
  ### Model Details
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+ - **Model Type:** Model_use_case.object_detection
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  - **Model Stats:**
31
  - Inference latency: RealTime
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  - Input resolution: 640x480
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  - Number of output classes: 2
34
  - Number of parameters: 2.53M
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+ - Model size (float): 9.69 MB
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+ - Model size (w8a8): 2.62 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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+ | Person-Foot-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 23.33 ms | 5 - 26 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 22.819 ms | 4 - 13 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 7.211 ms | 5 - 42 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 9.119 ms | 4 - 38 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.847 ms | 3 - 15 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 4.825 ms | 4 - 6 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 7.682 ms | 5 - 29 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 7.53 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 23.33 ms | 5 - 26 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 22.819 ms | 4 - 13 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.907 ms | 2 - 14 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 4.879 ms | 4 - 6 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 8.355 ms | 5 - 30 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 8.063 ms | 0 - 19 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.867 ms | 5 - 12 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 4.826 ms | 4 - 6 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 7.682 ms | 5 - 29 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 7.53 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 4.815 ms | 5 - 13 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 4.808 ms | 4 - 11 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.425 ms | 13 - 34 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 3.375 ms | 0 - 31 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 3.285 ms | 0 - 32 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.828 ms | 2 - 43 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 3.475 ms | 0 - 22 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.tflite) |
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+ | Person-Foot-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.662 ms | 4 - 32 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.31 ms | 4 - 34 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.098 ms | 4 - 4 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.277 ms | 20 - 20 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection.onnx) |
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+ | Person-Foot-Detection | w8a16 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 8.533 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 5.169 ms | 2 - 37 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 3.611 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.285 ms | 2 - 16 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 18.169 ms | 2 - 13 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | SA7255P ADP | Qualcomm® SA7255P | QNN | 8.533 ms | 2 - 11 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 3.651 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | SA8295P ADP | Qualcomm® SA8295P | QNN | 5.13 ms | 2 - 20 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 3.63 ms | 2 - 4 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.285 ms | 2 - 16 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 3.702 ms | 2 - 10 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.047 ms | 8 - 22 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a16.onnx) |
81
+ | Person-Foot-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.31 ms | 2 - 38 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.068 ms | 0 - 43 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a16.onnx) |
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+ | Person-Foot-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 2.343 ms | 2 - 36 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 2.988 ms | 0 - 36 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a16.onnx) |
85
+ | Person-Foot-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 4.047 ms | 2 - 2 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a16 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 4.621 ms | 9 - 9 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a16.onnx) |
87
+ | Person-Foot-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.92 ms | 0 - 23 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
88
+ | Person-Foot-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 3.502 ms | 1 - 11 MB | NPU | Use Export Script |
89
+ | Person-Foot-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.765 ms | 0 - 38 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
90
+ | Person-Foot-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 2.097 ms | 1 - 36 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 1.26 ms | 0 - 12 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
92
+ | Person-Foot-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.139 ms | 1 - 3 MB | NPU | Use Export Script |
93
+ | Person-Foot-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.73 ms | 0 - 25 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
94
+ | Person-Foot-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.504 ms | 1 - 16 MB | NPU | Use Export Script |
95
+ | Person-Foot-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 5.509 ms | 1 - 35 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
96
+ | Person-Foot-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 7.156 ms | 1 - 13 MB | NPU | Use Export Script |
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+ | Person-Foot-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 26.219 ms | 1 - 3 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
98
+ | Person-Foot-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.92 ms | 0 - 23 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
99
+ | Person-Foot-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 3.502 ms | 1 - 11 MB | NPU | Use Export Script |
100
+ | Person-Foot-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 1.26 ms | 0 - 13 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
101
+ | Person-Foot-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.128 ms | 1 - 3 MB | NPU | Use Export Script |
102
+ | Person-Foot-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.414 ms | 0 - 27 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
103
+ | Person-Foot-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 2.159 ms | 0 - 19 MB | NPU | Use Export Script |
104
+ | Person-Foot-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 1.249 ms | 0 - 13 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
105
+ | Person-Foot-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.138 ms | 1 - 4 MB | NPU | Use Export Script |
106
+ | Person-Foot-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.73 ms | 0 - 25 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
107
+ | Person-Foot-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.504 ms | 1 - 16 MB | NPU | Use Export Script |
108
+ | Person-Foot-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 1.255 ms | 0 - 13 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
109
+ | Person-Foot-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.15 ms | 1 - 15 MB | NPU | Use Export Script |
110
+ | Person-Foot-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.594 ms | 0 - 17 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.onnx) |
111
+ | Person-Foot-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.888 ms | 0 - 33 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
112
+ | Person-Foot-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.777 ms | 1 - 38 MB | NPU | Use Export Script |
113
+ | Person-Foot-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 1.062 ms | 0 - 40 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.onnx) |
114
+ | Person-Foot-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.88 ms | 0 - 30 MB | NPU | [Person-Foot-Detection.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.tflite) |
115
+ | Person-Foot-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.65 ms | 1 - 29 MB | NPU | Use Export Script |
116
+ | Person-Foot-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.05 ms | 0 - 35 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.onnx) |
117
+ | Person-Foot-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.343 ms | 1 - 1 MB | NPU | Use Export Script |
118
+ | Person-Foot-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.647 ms | 6 - 6 MB | NPU | [Person-Foot-Detection.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection/blob/main/Person-Foot-Detection_w8a8.onnx) |
119
 
120
 
121
 
 
177
  Profiling Results
178
  ------------------------------------------------------------
179
  Person-Foot-Detection
180
+ Device : cs_8275 (ANDROID 14)
181
+ Runtime : TFLITE
182
+ Estimated inference time (ms) : 23.3
183
+ Estimated peak memory usage (MB): [5, 26]
184
+ Total # Ops : 135
185
+ Compute Unit(s) : npu (135 ops) gpu (0 ops) cpu (0 ops)
186
  ```
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