说明文档

这些模型在 deepghs/anime_face_detection 和开源的真实照片数据集上训练。

因此同时支持动漫和照片。

配合 dghs-realutils 使用

pip install dghs-realutils

from realutils.detect import detect_faces

print(detect_faces('yolo/solo.jpg'))
# [((157, 94, 252, 208), 'face', 0.8836570382118225)]
print(detect_faces('yolo/2girls.jpg'))
# [((718, 154, 1110, 728), 'face', 0.8841166496276855), ((157, 275, 519, 715), 'face', 0.8668240904808044)]
print(detect_faces('yolo/3+cosplay.jpg'))
# [((349, 227, 413, 305), 'face', 0.8543888330459595), ((383, 61, 432, 117), 'face', 0.8080574870109558), ((194, 107, 245, 162), 'face', 0.8035706877708435)]
print(detect_faces('yolo/multiple.jpg'))
# [((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)]

更多信息，请参阅 realutils 文档。

模型	类型	FLOPS	参数量	F1 分数	阈值	精确率(B)	召回率(B)	mAP50(B)	mAP50-95(B)	F1 曲线	混淆矩阵	标签
face_detect_v0_s_yv12	yolo	21.5G	9.25M	0.74	0.272	0.86931	0.6404	0.73074	0.42652	plot	confusion	`face`
face_detect_v0_n_yv12	yolo	6.48G	2.57M	0.7	0.258	0.85246	0.59089	0.6793	0.39182	plot	confusion	`face`
face_detect_v0_l_yv11	yolo	87.3G	25.3M	0.77	0.291	0.88458	0.67474	0.76666	0.45722	plot	confusion	`face`
face_detect_v0_m_yv11	yolo	68.2G	20.1M	0.76	0.262	0.87947	0.67315	0.76073	0.45288	plot	confusion	`face`
face_detect_v0_s_yv11	yolo	21.5G	9.43M	0.73	0.271	0.87001	0.63572	0.72683	0.42706	plot	confusion	`face`
face_detect_v0_n_yv11	yolo	6.44G	2.59M	0.7	0.263	0.86044	0.58577	0.67641	0.38975	plot	confusion	`face`
face_detect_v0_l	yolo	165G	43.6M	0.76	0.277	0.87894	0.67335	0.76313	0.4532	plot	confusion	`face`
face_detect_v0_m	yolo	79.1G	25.9M	0.75	0.277	0.87687	0.66265	0.75114	0.44262	plot	confusion	`face`
face_detect_v0_s	yolo	28.6G	11.1M	0.73	0.282	0.86932	0.63557	0.72494	0.42219	plot	confusion	`face`
face_detect_v0_n	yolo	8.19G	3.01M	0.7	0.257	0.85337	0.58877	0.67471	0.38692	plot	confusion	`face`

deepghs/real_face_detection

作者 deepghs

object-detection dghs-imgutils

↓ 0 ♥ 2

创建时间: 2025-02-06 02:14:02+00:00

更新时间: 2025-02-21 09:14:14+00:00

在 Hugging Face 上查看

文件 (162)

.gitattributes

README.md

face_detect_v0_l/F1_curve.png

face_detect_v0_l/PR_curve.png

face_detect_v0_l/P_curve.png

face_detect_v0_l/R_curve.png

face_detect_v0_l/confusion_matrix.png

face_detect_v0_l/confusion_matrix_normalized.png

face_detect_v0_l/events.out.tfevents.1738779723.dbd7b05c6be69b3cad7adc4be45b0f3ae9bfa42b4e0c6f4f253fe7cb.3155866.0

face_detect_v0_l/labels.jpg

face_detect_v0_l/labels.json

face_detect_v0_l/labels_correlogram.jpg

face_detect_v0_l/model.onnx ONNX

face_detect_v0_l/model.pt

face_detect_v0_l/model_type.json

face_detect_v0_l/results.csv

face_detect_v0_l/results.png

face_detect_v0_l/threshold.json

face_detect_v0_l_yv11/F1_curve.png

face_detect_v0_l_yv11/PR_curve.png

face_detect_v0_l_yv11/P_curve.png

face_detect_v0_l_yv11/R_curve.png

face_detect_v0_l_yv11/confusion_matrix.png

face_detect_v0_l_yv11/confusion_matrix_normalized.png

face_detect_v0_l_yv11/events.out.tfevents.1738787854.74aa4261331bbcab0987b94433af8ac622a654e7594a46e49f97167a.2342397.0

face_detect_v0_l_yv11/labels.jpg

face_detect_v0_l_yv11/labels.json

face_detect_v0_l_yv11/labels_correlogram.jpg

face_detect_v0_l_yv11/model.onnx ONNX

face_detect_v0_l_yv11/model.pt

face_detect_v0_l_yv11/model_type.json

face_detect_v0_l_yv11/results.csv

face_detect_v0_l_yv11/results.png

face_detect_v0_l_yv11/threshold.json

face_detect_v0_m/F1_curve.png

face_detect_v0_m/PR_curve.png

face_detect_v0_m/P_curve.png

face_detect_v0_m/R_curve.png

face_detect_v0_m/confusion_matrix.png

face_detect_v0_m/confusion_matrix_normalized.png

face_detect_v0_m/events.out.tfevents.1738772374.dbd7b05c6be69b3cad7adc4be45b0f3ae9bfa42b4e0c6f4f253fe7cb.3036509.0

face_detect_v0_m/labels.jpg

face_detect_v0_m/labels.json

face_detect_v0_m/labels_correlogram.jpg

face_detect_v0_m/model.onnx ONNX

face_detect_v0_m/model.pt

face_detect_v0_m/model_type.json

face_detect_v0_m/results.csv

face_detect_v0_m/results.png

face_detect_v0_m/threshold.json

face_detect_v0_m_yv11/F1_curve.png

face_detect_v0_m_yv11/PR_curve.png

face_detect_v0_m_yv11/P_curve.png

face_detect_v0_m_yv11/R_curve.png

face_detect_v0_m_yv11/confusion_matrix.png

face_detect_v0_m_yv11/confusion_matrix_normalized.png

face_detect_v0_m_yv11/events.out.tfevents.1738776765.74aa4261331bbcab0987b94433af8ac622a654e7594a46e49f97167a.2155639.0

face_detect_v0_m_yv11/labels.jpg

face_detect_v0_m_yv11/labels.json

face_detect_v0_m_yv11/labels_correlogram.jpg

face_detect_v0_m_yv11/model.onnx ONNX

face_detect_v0_m_yv11/model.pt

face_detect_v0_m_yv11/model_type.json

face_detect_v0_m_yv11/results.csv

face_detect_v0_m_yv11/results.png

face_detect_v0_m_yv11/threshold.json

face_detect_v0_n/F1_curve.png

face_detect_v0_n/PR_curve.png

face_detect_v0_n/P_curve.png

face_detect_v0_n/R_curve.png

face_detect_v0_n/confusion_matrix.png

face_detect_v0_n/confusion_matrix_normalized.png

face_detect_v0_n/events.out.tfevents.1738769354.dbd7b05c6be69b3cad7adc4be45b0f3ae9bfa42b4e0c6f4f253fe7cb.2987077.0

face_detect_v0_n/labels.jpg

face_detect_v0_n/labels.json

face_detect_v0_n/labels_correlogram.jpg

face_detect_v0_n/model.onnx ONNX

face_detect_v0_n/model.pt

face_detect_v0_n/model_type.json

face_detect_v0_n/results.csv

face_detect_v0_n/results.png

face_detect_v0_n/threshold.json

face_detect_v0_n_yv11/F1_curve.png

face_detect_v0_n_yv11/PR_curve.png

face_detect_v0_n_yv11/P_curve.png

face_detect_v0_n_yv11/R_curve.png

face_detect_v0_n_yv11/confusion_matrix.png

face_detect_v0_n_yv11/confusion_matrix_normalized.png

face_detect_v0_n_yv11/events.out.tfevents.1738769495.74aa4261331bbcab0987b94433af8ac622a654e7594a46e49f97167a.2029186.0

face_detect_v0_n_yv11/labels.jpg

face_detect_v0_n_yv11/labels.json

face_detect_v0_n_yv11/labels_correlogram.jpg

face_detect_v0_n_yv11/model.onnx ONNX

face_detect_v0_n_yv11/model.pt

face_detect_v0_n_yv11/model_type.json

face_detect_v0_n_yv11/results.csv

face_detect_v0_n_yv11/results.png

face_detect_v0_n_yv11/threshold.json

face_detect_v0_n_yv12/F1_curve.png

face_detect_v0_n_yv12/PR_curve.png

face_detect_v0_n_yv12/P_curve.png

face_detect_v0_n_yv12/R_curve.png

face_detect_v0_n_yv12/confusion_matrix.png

face_detect_v0_n_yv12/confusion_matrix_normalized.png

face_detect_v0_n_yv12/events.out.tfevents.1740109002.dbd7b05c6be69b3cad7adc4be45b0f3ae9bfa42b4e0c6f4f253fe7cb.2806465.0

face_detect_v0_n_yv12/labels.jpg

face_detect_v0_n_yv12/labels.json

face_detect_v0_n_yv12/labels_correlogram.jpg

face_detect_v0_n_yv12/model.onnx ONNX

face_detect_v0_n_yv12/model.pt

face_detect_v0_n_yv12/model_type.json

face_detect_v0_n_yv12/results.csv

face_detect_v0_n_yv12/results.png

face_detect_v0_n_yv12/threshold.json

face_detect_v0_s/F1_curve.png

face_detect_v0_s/PR_curve.png

face_detect_v0_s/P_curve.png

face_detect_v0_s/R_curve.png

face_detect_v0_s/confusion_matrix.png

face_detect_v0_s/confusion_matrix_normalized.png

face_detect_v0_s/events.out.tfevents.1738722581.dbd7b05c6be69b3cad7adc4be45b0f3ae9bfa42b4e0c6f4f253fe7cb.2211296.0

face_detect_v0_s/labels.jpg

face_detect_v0_s/labels.json

face_detect_v0_s/labels_correlogram.jpg

face_detect_v0_s/model.onnx ONNX

face_detect_v0_s/model.pt

face_detect_v0_s/model_type.json

face_detect_v0_s/results.csv

face_detect_v0_s/results.png

face_detect_v0_s/threshold.json

face_detect_v0_s_yv11/F1_curve.png

face_detect_v0_s_yv11/PR_curve.png

face_detect_v0_s_yv11/P_curve.png

face_detect_v0_s_yv11/R_curve.png

face_detect_v0_s_yv11/confusion_matrix.png

face_detect_v0_s_yv11/confusion_matrix_normalized.png

face_detect_v0_s_yv11/events.out.tfevents.1738772781.74aa4261331bbcab0987b94433af8ac622a654e7594a46e49f97167a.2086780.0

face_detect_v0_s_yv11/labels.jpg

face_detect_v0_s_yv11/labels.json

face_detect_v0_s_yv11/labels_correlogram.jpg

face_detect_v0_s_yv11/model.onnx ONNX

face_detect_v0_s_yv11/model.pt

face_detect_v0_s_yv11/model_type.json

face_detect_v0_s_yv11/results.csv

face_detect_v0_s_yv11/results.png

face_detect_v0_s_yv11/threshold.json

face_detect_v0_s_yv12/F1_curve.png

face_detect_v0_s_yv12/PR_curve.png

face_detect_v0_s_yv12/P_curve.png

face_detect_v0_s_yv12/R_curve.png

face_detect_v0_s_yv12/confusion_matrix.png

face_detect_v0_s_yv12/confusion_matrix_normalized.png

face_detect_v0_s_yv12/events.out.tfevents.1740122353.dbd7b05c6be69b3cad7adc4be45b0f3ae9bfa42b4e0c6f4f253fe7cb.3025198.0

face_detect_v0_s_yv12/labels.jpg

face_detect_v0_s_yv12/labels.json

face_detect_v0_s_yv12/labels_correlogram.jpg

face_detect_v0_s_yv12/model.onnx ONNX

face_detect_v0_s_yv12/model.pt

face_detect_v0_s_yv12/model_type.json

face_detect_v0_s_yv12/results.csv

face_detect_v0_s_yv12/results.png

face_detect_v0_s_yv12/threshold.json