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Person-Foot-Detection

Object Detection
PyTorch
TF Lite
ONNX
real_time
android
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  ---
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- datasets:
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- - coco
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  library_name: pytorch
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  license: bsd-3-clause
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  pipeline_tag: object-detection
@@ -38,27 +36,29 @@ 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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- | Person-Foot-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 3.484 ms | 0 - 25 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 | 3.592 ms | 4 - 12 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 | 5.293 ms | 15 - 18 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 | 2.884 ms | 0 - 55 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 | 3.046 ms | 4 - 21 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 | 4.623 ms | 0 - 66 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 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 3.339 ms | 0 - 2 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 3.293 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 3.382 ms | 0 - 109 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 3.365 ms | 3 - 4 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 3.443 ms | 0 - 41 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 | SA8775 (Proxy) | SA8775P Proxy | QNN | 3.387 ms | 2 - 3 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 3.504 ms | 0 - 4 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 | 3.384 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 5.66 ms | 5 - 58 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 | 5.772 ms | 4 - 25 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 2.376 ms | 0 - 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.491 ms | 0 - 17 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.68 ms | 17 - 51 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 X Elite CRD | Snapdragon® X Elite | QNN | 3.669 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.762 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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@@ -122,10 +122,10 @@ Profiling Results
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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) : 3.5
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- Estimated peak memory usage (MB): [0, 25]
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- Total # Ops : 134
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- Compute Unit(s) : NPU (134 ops)
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  ```
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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: object-detection
 
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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 | 5.077 ms | 5 - 16 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 | 5.118 ms | 5 - 14 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 | 5.482 ms | 15 - 19 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 | 3.451 ms | 0 - 57 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 | 3.565 ms | 4 - 26 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 | 3.886 ms | 18 - 85 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 | 3.097 ms | 0 - 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.807 ms | 4 - 21 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.839 ms | 18 - 52 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 | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.898 ms | 5 - 22 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.845 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 5.065 ms | 5 - 148 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.899 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8775 (Proxy) | SA8775P Proxy | TFLITE | 4.886 ms | 5 - 6 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 | SA8775 (Proxy) | SA8775P Proxy | QNN | 4.898 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.939 ms | 5 - 7 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 | 4.92 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.449 ms | 5 - 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 | SA8295P ADP | SA8295P | QNN | 9.396 ms | 0 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.079 ms | 5 - 60 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 | 7.515 ms | 4 - 27 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.344 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.9 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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  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) : 5.1
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+ Estimated peak memory usage (MB): [5, 16]
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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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