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Person-Foot-Detection

Object Detection
PyTorch
LiteRT
ONNX
real_time
android
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@@ -36,39 +36,39 @@ 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 | 4.732 ms | 0 - 10 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 | 5.127 ms | 4 - 11 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 | 5.134 ms | 16 - 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 | 3.304 ms | 0 - 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.515 ms | 4 - 30 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 | 3.569 ms | 0 - 39 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 | 2.979 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 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 3.766 ms | 0 - 22 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.721 ms | 18 - 48 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 | 4.78 ms | 5 - 14 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 | 4.884 ms | 4 - 7 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA7255P ADP | SA7255P | TFLITE | 156.666 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 | SA7255P ADP | SA7255P | QNN | 156.652 ms | 3 - 13 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.701 ms | 5 - 12 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 | 4.914 ms | 5 - 8 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.409 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 | 8.367 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.731 ms | 6 - 12 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 | 4.9 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 9.198 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 | SA8775P ADP | SA8775P | QNN | 9.605 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.138 ms | 5 - 27 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 | 7.421 ms | 4 - 28 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.388 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.503 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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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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  pip install qai-hub-models
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  ```
@@ -124,8 +124,8 @@ 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) : 4.7
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- Estimated peak memory usage (MB): [0, 10]
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  Total # Ops : 135
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  Compute Unit(s) : NPU (135 ops)
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  ```
@@ -152,7 +152,7 @@ from qai_hub_models.models.foot_track_net import Model
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  torch_model = Model.from_pretrained()
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  # Device
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- device = hub.Device("Samsung Galaxy S23")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
@@ -230,7 +230,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of Person-Foot-Detection can be found [here](https://github.com/qcom-ai-hub/ai-hub-models-internal/blob/main/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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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 | 4.837 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 | 5.069 ms | 4 - 11 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 | 5.169 ms | 12 - 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 | 3.354 ms | 3 - 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 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 3.509 ms | 0 - 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 | 3.778 ms | 9 - 46 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 | 3.427 ms | 4 - 30 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 | 3.037 ms | 4 - 31 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.554 ms | 2 - 34 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 | 4.87 ms | 5 - 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.903 ms | 3 - 7 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA7255P ADP | SA7255P | TFLITE | 156.772 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 | SA7255P ADP | SA7255P | QNN | 156.798 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.785 ms | 5 - 17 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 | 4.931 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.324 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 | 8.515 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.775 ms | 0 - 10 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 | 4.904 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 9.237 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 | SA8775P ADP | SA8775P | QNN | 9.543 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 6.978 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.375 ms | 4 - 31 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.364 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.491 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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  ## Installation
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+ Install the package via pip:
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  ```bash
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  pip install qai-hub-models
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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): [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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  torch_model = Model.from_pretrained()
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  # Device
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+ device = hub.Device("Samsung Galaxy S24")
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  # Trace model
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  input_shape = torch_model.get_input_spec()
 
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  ## License
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+ * The license for the original implementation of Person-Foot-Detection can be found
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+ [here](https://github.com/qcom-ai-hub/ai-hub-models-internal/blob/main/LICENSE).
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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