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@@ -15,6 +15,27 @@ These models are trained on [deepghs/anime_face_detection](https://huggingface.c
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  So both anime and photos are supported.
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  | Model | Type | FLOPS | Params | F1 Score | Threshold | precision(B) | recall(B) | mAP50(B) | mAP50-95(B) | F1 Plot | Confusion | Labels |
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  |:---------------------:|:------:|:-------:|:--------:|:----------:|:-----------:|:--------------:|:-----------:|:----------:|:-------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------:|:--------:|
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  | face_detect_v0_l_yv11 | yolo | 87.3G | 25.3M | 0.77 | 0.291 | 0.88458 | 0.67474 | 0.76666 | 0.45722 | [plot](https://huggingface.co/deepghs/real_face_detection/blob/main/face_detect_v0_l_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_face_detection/blob/main/face_detect_v0_l_yv11/confusion_matrix_normalized.png) | `face` |
 
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  So both anime and photos are supported.
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+ Use this with `dghs-realutils`
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+
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+ ```shell
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+ pip install dghs-realutils
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+ ```
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+
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+ ```python
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+ from realutils.detect import detect_faces
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+
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+ print(detect_faces('yolo/solo.jpg'))
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+ # [((157, 94, 252, 208), 'face', 0.8836570382118225)]
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+ print(detect_faces('yolo/2girls.jpg'))
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+ # [((718, 154, 1110, 728), 'face', 0.8841166496276855), ((157, 275, 519, 715), 'face', 0.8668240904808044)]
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+ print(detect_faces('yolo/3+cosplay.jpg'))
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+ # [((349, 227, 413, 305), 'face', 0.8543888330459595), ((383, 61, 432, 117), 'face', 0.8080574870109558), ((194, 107, 245, 162), 'face', 0.8035706877708435)]
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+ print(detect_faces('yolo/multiple.jpg'))
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+ # [((1070, 728, 1259, 985), 'face', 0.8765808939933777), ((548, 286, 760, 558), 'face', 0.8693087697029114), ((896, 315, 1067, 520), 'face', 0.8671919107437134), ((1198, 220, 1342, 406), 'face', 0.8485829830169678), ((1376, 526, 1546, 719), 'face', 0.8469308018684387)]
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+ ```
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+
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+ For more information, see [documentation of realutils](https://dghs-realutils.deepghs.org/main/api_doc/detect/face.html).
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+
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  | Model | Type | FLOPS | Params | F1 Score | Threshold | precision(B) | recall(B) | mAP50(B) | mAP50-95(B) | F1 Plot | Confusion | Labels |
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  |:---------------------:|:------:|:-------:|:--------:|:----------:|:-----------:|:--------------:|:-----------:|:----------:|:-------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------:|:--------:|
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  | face_detect_v0_l_yv11 | yolo | 87.3G | 25.3M | 0.77 | 0.291 | 0.88458 | 0.67474 | 0.76666 | 0.45722 | [plot](https://huggingface.co/deepghs/real_face_detection/blob/main/face_detect_v0_l_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_face_detection/blob/main/face_detect_v0_l_yv11/confusion_matrix_normalized.png) | `face` |