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@@ -38,48 +38,47 @@ 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.249 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.293 ms | 0 - 10 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.742 ms | 0 - 17 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.883 ms | 0 - 32 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.873 ms | 1 - 37 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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- | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.151 ms | 0 - 35 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.889 ms | 0 - 26 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.907 ms | 0 - 28 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.096 ms | 1 - 31 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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- | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.519 ms | 1 - 27 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.91 ms | 1 - 12 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 25.756 ms | 1 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.254 ms | 0 - 11 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.249 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.701 ms | 1 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 19.733 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.249 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.301 ms | 1 - 3 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.392 ms | 0 - 29 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.915 ms | 1 - 15 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.252 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.248 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.978 ms | 0 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.077 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.537 ms | 0 - 29 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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- | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.615 ms | 1 - 30 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.411 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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- | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.759 ms | 8 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.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[foot_track_net_quantized]"
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  ```
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-
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
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  ## License
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- * The license for the original implementation of Person-Foot-Detection-Quantized 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-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.25 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.286 ms | 0 - 10 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.716 ms | 0 - 16 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.879 ms | 0 - 35 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.872 ms | 1 - 32 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.so](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.so) |
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+ | Person-Foot-Detection-Quantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.119 ms | 0 - 35 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.876 ms | 0 - 32 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.84 ms | 1 - 29 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.96 ms | 0 - 32 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.onnx) |
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+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 5.111 ms | 1 - 27 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 6.948 ms | 1 - 12 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 26.551 ms | 1 - 4 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.242 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.236 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | TFLITE | 19.585 ms | 1 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA7255P ADP | SA7255P | QNN | 19.666 ms | 1 - 10 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.245 ms | 0 - 11 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.246 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | TFLITE | 2.431 ms | 0 - 29 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8295P ADP | SA8295P | QNN | 2.558 ms | 0 - 14 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.25 ms | 0 - 12 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.246 ms | 1 - 4 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | TFLITE | 1.968 ms | 0 - 23 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | SA8775P ADP | SA8775P | QNN | 2.103 ms | 1 - 11 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.532 ms | 0 - 30 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.tflite](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.tflite) |
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+ | Person-Foot-Detection-Quantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.529 ms | 1 - 28 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.4 ms | 1 - 1 MB | INT8 | NPU | Use Export Script |
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+ | Person-Foot-Detection-Quantized | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.762 ms | 8 - 8 MB | INT8 | NPU | [Person-Foot-Detection-Quantized.onnx](https://huggingface.co/qualcomm/Person-Foot-Detection-Quantized/blob/main/Person-Foot-Detection-Quantized.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[foot-track-net-quantized]"
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  ```
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  ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
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  Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
 
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  ## License
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+ * The license for the original implementation of Person-Foot-Detection-Quantized 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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