Real Head Detection

--- datasets: - deepghs/real_head_detection - deepghs/anime_head_detection pipeline_tag: object-detection library_name: dghs-imgutils tags: - art - anime - photo - head --- These models are trained on [deepghs/anime_head_detection](https://huggingface.co/deepghs/anime_head_detection) and open-sourced real photos datasets. So both anime and photos are supported. Use this with `dghs-realutils` ```shell pip install dghs-realutils ``` ```python from realutils.detect import detect_heads print(detect_heads('yolo/solo.jpg')) # [((162, 47, 305, 210), 'head', 0.7701659202575684)] print(detect_heads('yolo/2girls.jpg')) # [((683, 48, 1199, 754), 'head', 0.8410779237747192), ((105, 91, 570, 734), 'head', 0.8339194059371948)] print(detect_heads('yolo/3+cosplay.jpg')) # [((329, 194, 426, 309), 'head', 0.8123012781143188), ((359, 20, 448, 122), 'head', 0.8047150373458862), ((185, 81, 265, 166), 'head', 0.7797152996063232)] print(detect_heads('yolo/multiple.jpg')) # [((867, 259, 1084, 527), 'head', 0.8264595866203308), ((1364, 448, 1583, 724), 'head', 0.8254891633987427), ((480, 201, 781, 565), 'head', 0.8191508054733276), ((1189, 175, 1398, 412), 'head', 0.8097156286239624), ((1028, 671, 1277, 992), 'head', 0.8084591627120972)] ``` For more information, see [documentation of realutils](https://dghs-realutils.deepghs.org/main/api_doc/detect/head.html). | Model | Type | FLOPS | Params | F1 Score | Threshold | precision(B) | recall(B) | mAP50(B) | mAP50-95(B) | F1 Plot | Confusion | Labels | |:---------------------:|:------:|:-------:|:--------:|:----------:|:-----------:|:--------------:|:-----------:|:----------:|:-------------:|:-------------------------------------------------------------------------------------------------------:|:-------------------------------------------------------------------------------------------------------------------------------:|:--------:| | head_detect_v0_l_yv11 | yolo | 87.3G | 25.3M | 0.81 | 0.199 | 0.90226 | 0.72872 | 0.81049 | 0.5109 | [plot](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_l_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_head_detection/blob/main/head_detect_v0_l_yv11/confusion_matrix_normalized.png) | `head` | | head_detect_v0_m_yv11 | yolo | 68.2G | 20.1M | 0.8 | 0.206 | 0.89855 | 0.72654 | 0.80704 | 0.50804 | [plot](https://huggingface.co/deepghs/real_head_d...