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Person-Foot-Detection

Object Detection
PyTorch
LiteRT
ONNX
real_time
android
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@@ -36,35 +36,35 @@ 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 | 4.853 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 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 4.629 ms | 4 - 6 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 | 5.524 ms | 16 - 36 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 | 3.364 ms | 0 - 33 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 | 3.123 ms | 4 - 23 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 | 3.802 ms | 3 - 36 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 | 2.948 ms | 0 - 31 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 | 3.644 ms | 4 - 24 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.361 ms | 4 - 27 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 | 156.671 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 | 155.96 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.859 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 | SA8255 (Proxy) | SA8255P Proxy | QNN | 4.606 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.401 ms | 5 - 31 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 | 7.779 ms | 0 - 15 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.886 ms | 5 - 18 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 | 4.65 ms | 5 - 7 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 9.279 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 | SA8775P ADP | SA8775P | QNN | 8.834 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 156.671 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 | 155.96 ms | 2 - 9 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.771 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.635 ms | 4 - 7 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 9.279 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 | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 8.834 ms | 2 - 12 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.095 ms | 5 - 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 | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 7.17 ms | 4 - 34 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.16 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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- | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.432 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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@@ -129,7 +129,7 @@ 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) : 4.9
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- Estimated peak memory usage (MB): [5, 13]
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  Total # Ops : 135
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  Compute Unit(s) : NPU (135 ops)
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  ```
@@ -213,6 +213,20 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  ## Deploying compiled model to Android
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@@ -241,7 +255,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## References
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- * [None](None)
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  * [Source Model Implementation](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/foot_track_net/model.py)
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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 | 4.875 ms | 5 - 11 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 | 4.735 ms | 4 - 6 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 | 5.419 ms | 18 - 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 | 3.378 ms | 0 - 33 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 | 3.267 ms | 4 - 23 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 | 3.731 ms | 2 - 36 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 | 3.482 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 | 3.516 ms | 4 - 24 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 3.277 ms | 4 - 30 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 | 156.799 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 | 156.468 ms | 4 - 13 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 4.833 ms | 5 - 11 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 | 4.734 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8295P ADP | SA8295P | TFLITE | 8.353 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 | SA8295P ADP | SA8295P | QNN | 8.12 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 4.785 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 | SA8650 (Proxy) | SA8650P Proxy | QNN | 4.838 ms | 4 - 5 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | SA8775P ADP | SA8775P | TFLITE | 9.276 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 | 9.133 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 156.799 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 | 156.468 ms | 4 - 13 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 4.935 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 | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 4.858 ms | 4 - 6 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 9.276 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 | 9.133 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 7.467 ms | 5 - 36 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 | 7.384 ms | 3 - 31 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 5.076 ms | 4 - 4 MB | FP16 | NPU | Use Export Script |
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+ | Person-Foot-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.221 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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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 4.9
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+ Estimated peak memory usage (MB): [5, 11]
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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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+ ## Run demo on a cloud-hosted device
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+
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+ You can also run the demo on-device.
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+
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+ ```bash
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+ python -m qai_hub_models.models.foot_track_net.demo --on-device
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+ ```
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+
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+ **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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+ environment, please add the following to your cell (instead of the above).
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+ ```
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+ %run -m qai_hub_models.models.foot_track_net.demo -- --on-device
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+ ```
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+
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  ## Deploying compiled model to Android
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  ## References
 
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  * [Source Model Implementation](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/foot_track_net/model.py)
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