MTCNNMulti-task convolutional neural networkP-NetR-NetO-Net2016P-NetR-NetO-Net

• PaddlePaddle 2.0.1
• Python 3.7

• models/Loss.py MTCNN
• models/PNet.py PNet
• models/RNet.py RNet
• models/ONet.py ONet
• utils/data_format_converter.py
• utils/data.py
• utils/utils.py
• train_PNet/generate_PNet_data.py PNet
• train_PNet/train_PNet.py PNet
• train_RNet/generate_RNet_data.py RNet
• train_RNet/train_RNet.py RNet
• train_ONet/generate_ONet_data.py ONet
• train_ONet/train_ONet.py ONet
• infer_path.py
• infer_camera.py

• WIDER Face WIDER Face Training ImagesWIDER_traindataset Face annotations wider_face_train_bbx_gt.txt dataset
• Deep Convolutional Network Cascade for Facial Point Detection Training set lfw_5590 net_7876 dataset
• dataset``lfw_5590``net_7876``WIDER_train``testImageList.txt``trainImageList.txt``wider_face_train.txt

PNetRNetONet

PNet

PNetProposal NetworkP-Net

• cd train_PNet train_PNet
• python3 generate_PNet_data.py PNet
• python3 train_PNet.py PNet

RNet

Refine NetworkP-NetP-NetR-NetBounding-Box RegressionNMS

• cd train_RNet train_RNet
• python3 generate_RNet_data.py PNetRNet
• python3 train_RNet.py RNet

ONet

ONetOutput NetworkR-NetO-NetR-Net

• cd train_ONet train_ONet
• python3 generate_ONet_data.py PNetRNetONet
• python3 train_ONet.py ONet

• python3 infer_path.py box

• python3 infer_camera.py box

1. https://github.com/AITTSMD/MTCNN-Tensorflow
2. https://blog.csdn.net/qq_36782182/article/details/83624357