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Facial-Attribute-Detection

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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (3) hide show
  1. Facial-Attribute-Detection_w8a8.onnx +2 -2
  2. Facial-Attribute-Detection_w8a8.tflite +1 -1
  3. README.md +66 -75
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README.md CHANGED
@@ -13,11 +13,7 @@ pipeline_tag: object-detection
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  # Facial-Attribute-Detection: Optimized for Mobile Deployment
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  ## Comprehensive facial analysis by extracting face features
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-
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- Facial feature extraction and additional attributes including liveness, eyeclose, mask and glasses detection for face recognition.
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-
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- This model is an implementation of Facial-Attribute-Detection found [here](https://github.com/quic/ai-hub-models/blob/main/qai_hub_models/models/face_attrib_net/model.py).
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-
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  This repository provides scripts to run Facial-Attribute-Detection on Qualcomm® devices.
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  More details on model performance across various devices, can be found
@@ -30,74 +26,73 @@ More details on model performance across various devices, can be found
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  - **Model Stats:**
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  - Model checkpoint: multitask_FR_state_dict.pt
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  - Input resolution: 128x128
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- - Input channel number: 1
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  - Number of parameters: 11.6M
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  - Model size (float): 47.6MB
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  - Model size (w8a8): 47.6MB
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | Facial-Attribute-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.372 ms | 0 - 33 MB | 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 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.372 ms | 0 - 10 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.265 ms | 0 - 42 MB | 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 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.554 ms | 0 - 31 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.879 ms | 0 - 120 MB | 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 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.917 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.414 ms | 0 - 35 MB | 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 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.432 ms | 0 - 15 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.372 ms | 0 - 33 MB | 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 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.372 ms | 0 - 10 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.894 ms | 0 - 122 MB | 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 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.925 ms | 0 - 2 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.527 ms | 0 - 35 MB | 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 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.536 ms | 0 - 18 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.874 ms | 0 - 114 MB | 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 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.92 ms | 0 - 2 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.414 ms | 0 - 35 MB | 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 | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.432 ms | 0 - 15 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.871 ms | 0 - 118 MB | 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 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.913 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.063 ms | 0 - 83 MB | 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 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.679 ms | 0 - 40 MB | 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 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.698 ms | 0 - 30 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.783 ms | 0 - 35 MB | 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 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.604 ms | 0 - 36 MB | 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 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.565 ms | 0 - 26 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.781 ms | 0 - 25 MB | 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 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.027 ms | 0 - 0 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.057 ms | 25 - 25 MB | 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 | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 1.204 ms | 0 - 31 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 1.123 ms | 0 - 9 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.662 ms | 0 - 51 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.747 ms | 0 - 45 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.422 ms | 0 - 50 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.409 ms | 0 - 2 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.657 ms | 0 - 34 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.609 ms | 0 - 14 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.38 ms | 0 - 40 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 1.639 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 72.884 ms | 2 - 4 MB | CPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 1.204 ms | 0 - 31 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 1.123 ms | 0 - 9 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.422 ms | 0 - 50 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.409 ms | 0 - 11 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.894 ms | 0 - 34 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.841 ms | 0 - 18 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.419 ms | 0 - 50 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.414 ms | 0 - 2 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.657 ms | 0 - 34 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.609 ms | 0 - 14 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.422 ms | 0 - 50 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.409 ms | 0 - 39 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.585 ms | 0 - 50 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
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- | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.32 ms | 0 - 46 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.305 ms | 0 - 45 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.437 ms | 0 - 52 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
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- | Facial-Attribute-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.278 ms | 0 - 32 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
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- | Facial-Attribute-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.307 ms | 0 - 39 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.436 ms | 0 - 39 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
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- | Facial-Attribute-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.51 ms | 1 - 1 MB | NPU | Use Export Script |
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- | Facial-Attribute-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.601 ms | 13 - 13 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
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@@ -161,8 +156,8 @@ Profiling Results
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  Facial-Attribute-Detection
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 4.4
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- Estimated peak memory usage (MB): [0, 33]
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  Total # Ops : 158
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  Compute Unit(s) : npu (158 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -251,13 +246,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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253
  ```bash
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- python -m qai_hub_models.models.face_attrib_net.demo --on-device
255
  ```
256
 
257
  **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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@@ -287,10 +282,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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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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-
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-
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  ## Community
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  * Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.
 
13
  # Facial-Attribute-Detection: Optimized for Mobile Deployment
14
  ## Comprehensive facial analysis by extracting face features
15
 
16
+ Detects attributes (liveness, eye closeness, mask presence, glasses presence, sunglasses presence) that apply to a given face. This model's architecture was developed by Qualcomm. The model was trained by Qualcomm on a proprietary dataset of faces, but can be used on any image.
 
 
 
 
17
 
18
  This repository provides scripts to run Facial-Attribute-Detection on Qualcomm® devices.
19
  More details on model performance across various devices, can be found
 
26
  - **Model Stats:**
27
  - Model checkpoint: multitask_FR_state_dict.pt
28
  - Input resolution: 128x128
 
29
  - Number of parameters: 11.6M
30
  - Model size (float): 47.6MB
31
  - Model size (w8a8): 47.6MB
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | Facial-Attribute-Detection | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 29.692 ms | 0 - 42 MB | 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 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 29.649 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.197 ms | 0 - 46 MB | 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 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.399 ms | 0 - 32 MB | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.885 ms | 0 - 140 MB | 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 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.923 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.404 ms | 0 - 42 MB | 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 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.426 ms | 0 - 11 MB | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 29.692 ms | 0 - 42 MB | 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 | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 29.649 ms | 0 - 10 MB | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.89 ms | 0 - 146 MB | 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 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.908 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.574 ms | 0 - 37 MB | 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 | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.575 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | Facial-Attribute-Detection | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.873 ms | 0 - 146 MB | 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 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.925 ms | 0 - 2 MB | NPU | Use Export Script |
51
+ | Facial-Attribute-Detection | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.404 ms | 0 - 42 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
52
+ | Facial-Attribute-Detection | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.426 ms | 0 - 11 MB | NPU | Use Export Script |
53
+ | Facial-Attribute-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.894 ms | 0 - 145 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
54
+ | Facial-Attribute-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.932 ms | 0 - 10 MB | NPU | Use Export Script |
55
+ | Facial-Attribute-Detection | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.056 ms | 0 - 97 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.onnx) |
56
+ | Facial-Attribute-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.662 ms | 0 - 47 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
57
+ | Facial-Attribute-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.704 ms | 0 - 32 MB | NPU | Use Export Script |
58
+ | Facial-Attribute-Detection | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.77 ms | 0 - 38 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.onnx) |
59
+ | Facial-Attribute-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.55 ms | 0 - 46 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.tflite) |
60
+ | Facial-Attribute-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.639 ms | 0 - 27 MB | NPU | Use Export Script |
61
+ | Facial-Attribute-Detection | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.763 ms | 0 - 27 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.onnx) |
62
+ | Facial-Attribute-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.025 ms | 0 - 0 MB | NPU | Use Export Script |
63
+ | Facial-Attribute-Detection | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.03 ms | 25 - 25 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection.onnx) |
64
+ | Facial-Attribute-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 4.803 ms | 0 - 35 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
65
+ | Facial-Attribute-Detection | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 4.7 ms | 0 - 9 MB | NPU | Use Export Script |
66
+ | Facial-Attribute-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.556 ms | 0 - 54 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
67
+ | Facial-Attribute-Detection | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 0.665 ms | 0 - 45 MB | NPU | Use Export Script |
68
+ | Facial-Attribute-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.418 ms | 0 - 61 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
69
+ | Facial-Attribute-Detection | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 0.398 ms | 0 - 3 MB | NPU | Use Export Script |
70
+ | Facial-Attribute-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 0.64 ms | 0 - 36 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
71
+ | Facial-Attribute-Detection | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 0.623 ms | 0 - 12 MB | NPU | Use Export Script |
72
+ | Facial-Attribute-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 1.472 ms | 0 - 44 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
73
+ | Facial-Attribute-Detection | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 1.627 ms | 0 - 14 MB | NPU | Use Export Script |
74
+ | Facial-Attribute-Detection | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 57.368 ms | 2 - 5 MB | CPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
75
+ | Facial-Attribute-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 4.803 ms | 0 - 35 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
76
+ | Facial-Attribute-Detection | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 4.7 ms | 0 - 9 MB | NPU | Use Export Script |
77
+ | Facial-Attribute-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.423 ms | 0 - 62 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
78
+ | Facial-Attribute-Detection | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 0.399 ms | 0 - 3 MB | NPU | Use Export Script |
79
+ | Facial-Attribute-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 0.905 ms | 0 - 37 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
80
+ | Facial-Attribute-Detection | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 0.814 ms | 0 - 17 MB | NPU | Use Export Script |
81
+ | Facial-Attribute-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.431 ms | 0 - 63 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
82
+ | Facial-Attribute-Detection | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 0.404 ms | 0 - 2 MB | NPU | Use Export Script |
83
+ | Facial-Attribute-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 0.64 ms | 0 - 36 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
84
+ | Facial-Attribute-Detection | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 0.623 ms | 0 - 12 MB | NPU | Use Export Script |
85
+ | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.425 ms | 0 - 61 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
86
+ | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 0.41 ms | 0 - 62 MB | NPU | Use Export Script |
87
+ | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.59 ms | 0 - 35 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
88
+ | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.317 ms | 0 - 51 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
89
+ | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.296 ms | 0 - 47 MB | NPU | Use Export Script |
90
+ | Facial-Attribute-Detection | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.393 ms | 0 - 58 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
91
+ | Facial-Attribute-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.292 ms | 0 - 40 MB | NPU | [Facial-Attribute-Detection.tflite](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.tflite) |
92
+ | Facial-Attribute-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.303 ms | 0 - 33 MB | NPU | Use Export Script |
93
+ | Facial-Attribute-Detection | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.396 ms | 0 - 42 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
94
+ | Facial-Attribute-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.527 ms | 0 - 0 MB | NPU | Use Export Script |
95
+ | Facial-Attribute-Detection | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.606 ms | 14 - 14 MB | NPU | [Facial-Attribute-Detection.onnx](https://huggingface.co/qualcomm/Facial-Attribute-Detection/blob/main/Facial-Attribute-Detection_w8a8.onnx) |
96
 
97
 
98
 
 
156
  Facial-Attribute-Detection
157
  Device : cs_8275 (ANDROID 14)
158
  Runtime : TFLITE
159
+ Estimated inference time (ms) : 29.7
160
+ Estimated peak memory usage (MB): [0, 42]
161
  Total # Ops : 158
162
  Compute Unit(s) : npu (158 ops) gpu (0 ops) cpu (0 ops)
163
  ```
 
246
  You can also run the demo on-device.
247
 
248
  ```bash
249
+ python -m qai_hub_models.models.face_attrib_net.demo --eval-mode on-device
250
  ```
251
 
252
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
253
  environment, please add the following to your cell (instead of the above).
254
  ```
255
+ %run -m qai_hub_models.models.face_attrib_net.demo -- --eval-mode on-device
256
  ```
257
 
258
 
 
282
 
283
 
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285
 
286
  ## Community
287
  * Join [our AI Hub Slack community](https://aihub.qualcomm.com/community/slack) to collaborate, post questions and learn more about on-device AI.