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README.md
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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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| Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.
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| Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.
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| Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.
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| Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.
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| Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.
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| Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.
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| Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.
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| Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.
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| Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.
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| Facial-Attribute-Detection | SA7255P ADP | SA7255P | TFLITE | 29.
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| Facial-Attribute-Detection | SA7255P ADP | SA7255P | QNN | 29.
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| Facial-Attribute-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.
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| Facial-Attribute-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.
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| Facial-Attribute-Detection | SA8295P ADP | SA8295P | TFLITE | 1.
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| Facial-Attribute-Detection | SA8295P ADP | SA8295P | QNN | 1.
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| Facial-Attribute-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.
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| Facial-Attribute-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.
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| Facial-Attribute-Detection | SA8775P ADP | SA8775P | TFLITE | 1.
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| Facial-Attribute-Detection | SA8775P ADP | SA8775P | QNN | 1.
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| Facial-Attribute-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 29.
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| Facial-Attribute-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 29.
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| Facial-Attribute-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.
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| Facial-Attribute-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.
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| Facial-Attribute-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.
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| Facial-Attribute-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.
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| Facial-Attribute-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.
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| Facial-Attribute-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.
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| Facial-Attribute-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| Facial-Attribute-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 0.9
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Estimated peak memory usage (MB): [0,
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Total # Ops :
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Compute Unit(s) : NPU (
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```
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## Deploying compiled model to Android
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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/face_attrib_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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| Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.885 ms | 0 - 119 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.922 ms | 0 - 2 MB | FP16 | NPU | [Facial-Attribute-Detection.so](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.so) |
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| Facial-Attribute-Detection | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.125 ms | 0 - 82 MB | FP16 | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.onnx) |
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| Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.68 ms | 0 - 40 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.707 ms | 0 - 18 MB | FP16 | NPU | [Facial-Attribute-Detection.so](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.so) |
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| Facial-Attribute-Detection | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.839 ms | 0 - 31 MB | FP16 | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.onnx) |
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| Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.637 ms | 0 - 37 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.622 ms | 0 - 23 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.705 ms | 0 - 24 MB | FP16 | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.onnx) |
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| Facial-Attribute-Detection | SA7255P ADP | SA7255P | TFLITE | 29.656 ms | 0 - 33 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | SA7255P ADP | SA7255P | QNN | 29.668 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.899 ms | 0 - 118 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.913 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | SA8295P ADP | SA8295P | TFLITE | 1.554 ms | 0 - 33 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | SA8295P ADP | SA8295P | QNN | 1.55 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.876 ms | 0 - 115 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.922 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | SA8775P ADP | SA8775P | TFLITE | 1.649 ms | 0 - 33 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | SA8775P ADP | SA8775P | QNN | 1.704 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 29.656 ms | 0 - 33 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 29.668 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.878 ms | 0 - 121 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.918 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 1.649 ms | 0 - 33 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 1.704 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.287 ms | 0 - 43 MB | FP16 | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
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| Facial-Attribute-Detection | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.34 ms | 0 - 26 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.007 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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| Facial-Attribute-Detection | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.044 ms | 26 - 26 MB | FP16 | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-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) : 0.9
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Estimated peak memory usage (MB): [0, 119]
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Total # Ops : 158
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Compute Unit(s) : NPU (158 ops)
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```
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## Run demo on a cloud-hosted device
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You can also run the demo on-device.
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```bash
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python -m qai_hub_models.models.face_attrib_net.demo --on-device
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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.face_attrib_net.demo -- --on-device
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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/face_attrib_net/model.py)
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