Real Person Detection

--- datasets: - deepghs/real_person_detection - deepghs/anime_person_detection pipeline_tag: object-detection library_name: dghs-imgutils tags: - art - anime - photo - person --- These models are trained on [deepghs/anime_person_detection](https://huggingface.co/deepghs/anime_person_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_persons print(detect_persons('yolo/solo.jpg')) #[((0, 30, 398, 599), 'person', 0.926707923412323)] print(detect_persons('yolo/2girls.jpg')) # [((0, 74, 760, 1598), 'person', 0.7578195333480835), ((437, 33, 1200, 1600), 'person', 0.6875205039978027)] print(detect_persons('yolo/3+cosplay.jpg')) # [((106, 69, 347, 591), 'person', 0.8794167041778564), ((326, 14, 592, 534), 'person', 0.8018194437026978), ((167, 195, 676, 675), 'person', 0.5351650714874268)] print(detect_persons('yolo/multiple.jpg')) # [((1305, 441, 1891, 1534), 'person', 0.8789498805999756), ((206, 191, 932, 1533), 'person', 0.8423126935958862), ((1054, 170, 1417, 1055), 'person', 0.8138357996940613), ((697, 659, 1473, 1534), 'person', 0.7926754951477051), ((685, 247, 1128, 1526), 'person', 0.5261526703834534), ((690, 251, 1125, 1126), 'person', 0.4193646311759949)] ``` For more information, see [documentation of realutils](https://dghs-realutils.deepghs.org/main/api_doc/detect/person.html). | Model | Type | FLOPS | Params | F1 Score | Threshold | precision(B) | recall(B) | mAP50(B) | mAP50-95(B) | F1 Plot | Confusion | Labels | |:-----------------------:|:------:|:-------:|:--------:|:----------:|:-----------:|:--------------:|:-----------:|:----------:|:-------------:|:-----------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------:|:--------:| | person_detect_v0_l_yv11 | yolo | 87.3G | 25.3M | 0.79 | 0.359 | 0.84037 | 0.74055 | 0.82796 | 0.57272 | [plot](https://huggingface.co/deepghs/real_person_detection/blob/main/person_detect_v0_l_yv11/F1_curve.png) | [confusion](https://huggingface.co/deepghs/real_person_detection/blob/main/person_detect_v0_l_yv11/confusion_matrix_normalized.png) | `person` | | person_detect_v0_m_yv11 | y...