MTCNN_face_detection_alignment-master
所属分类:人工智能/神经网络/深度学习
开发工具:matlab
文件大小:33552KB
下载次数:22
上传日期:2017-08-11 16:11:31
上 传 者:
mamam
说明: 人脸检测 matlab+caffe+cuda
(face detection: matlab+caffe+cuda)
文件列表:
LICENSE (1070, 2016-11-04)
code (0, 2016-11-04)
code\code.png (213213, 2016-11-04)
code\codes.zip (12751521, 2016-11-04)
code\codes (0, 2016-11-04)
code\codes\MTCNNv1 (0, 2016-11-04)
code\codes\MTCNNv1\bbreg.m (373, 2016-11-04)
code\codes\MTCNNv1\demo.m (1642, 2016-11-04)
code\codes\MTCNNv1\detect_face.m (3742, 2016-11-04)
code\codes\MTCNNv1\generateBoundingBox.m (626, 2016-11-04)
code\codes\MTCNNv1\imglist.txt (19, 2016-11-04)
code\codes\MTCNNv1\model (0, 2016-11-04)
code\codes\MTCNNv1\model\det1.caffemodel (28163, 2016-11-04)
code\codes\MTCNNv1\model\det1.prototxt (2353, 2016-11-04)
code\codes\MTCNNv1\model\det2.caffemodel (407910, 2016-11-04)
code\codes\MTCNNv1\model\det2.prototxt (3159, 2016-11-04)
code\codes\MTCNNv1\model\det3.caffemodel (1558412, 2016-11-04)
code\codes\MTCNNv1\model\det3.prototxt (3931, 2016-11-04)
code\codes\MTCNNv1\nms.m (796, 2016-11-04)
code\codes\MTCNNv1\pad.m (624, 2016-11-04)
code\codes\MTCNNv1\rerec.m (288, 2016-11-04)
code\codes\MTCNNv1\test1.jpg (15534, 2016-11-04)
code\codes\MTCNNv1\test2.jpg (18071, 2016-11-04)
code\codes\MTCNNv2 (0, 2016-11-04)
code\codes\MTCNNv2\bbreg.m (373, 2016-11-04)
code\codes\MTCNNv2\demo.m (1811, 2016-11-04)
code\codes\MTCNNv2\detect_face.m (5189, 2016-11-04)
code\codes\MTCNNv2\generateBoundingBox.m (626, 2016-11-04)
code\codes\MTCNNv2\imglist.txt (19, 2016-11-04)
code\codes\MTCNNv2\model (0, 2016-11-04)
code\codes\MTCNNv2\model\det1.caffemodel (28163, 2016-11-04)
code\codes\MTCNNv2\model\det1.prototxt (2353, 2016-11-04)
code\codes\MTCNNv2\model\det2.caffemodel (407910, 2016-11-04)
code\codes\MTCNNv2\model\det2.prototxt (3159, 2016-11-04)
code\codes\MTCNNv2\model\det3.caffemodel (1558412, 2016-11-04)
code\codes\MTCNNv2\model\det3.prototxt (3931, 2016-11-04)
code\codes\MTCNNv2\model\det4.caffemodel (3798152, 2016-11-04)
... ...
# MTCNN_face_detection_alignment
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Neural Networks
### Requirement
1. Caffe: Linux OS: https://github.com/BVLC/caffe. Windows OS: https://github.com/BVLC/caffe/tree/windows or https://github.com/happynear/caffe-windows
2. Pdollar toolbox: https://github.com/pdollar/toolbox
3. Matlab 2014b or later
4. Cuda (if use nvidia gpu)
### Results
![image](https://kpzhang93.github.io/MTCNN_face_detection_alignment/paper/examples.png)
![image](https://kpzhang93.github.io/MTCNN_face_detection_alignment/paper/result.png)
### Other implementation
[C++ & caffe ](https://github.com/happynear/MTCNN_face_detection_alignment) (strongly recommend)
[Python & mxnet](https://github.com/pangyupo/mxnet_mtcnn_face_detection)
[Python & caffe](https://github.com/DuinoDu/mtcnn)
### Face Recognition
Here we strongly recommend [Center Face](https://github.com/ydwen/caffe-face), which is an effective and efficient open-source tool for face recognition.
### Citation
@article{7553523,
author={K. Zhang and Z. Zhang and Z. Li and Y. Qiao},
journal={IEEE Signal Processing Letters},
title={Joint Face Detection and Alignment Using Multitask Cascaded Convolutional Networks},
year={2016},
volume={23},
number={10},
pages={1499-1503},
keywords={Benchmark testing;Computer architecture;Convolution;Detectors;Face;Face detection;Training;Cascaded convolutional neural network (CNN);face alignment;face detection},
doi={10.1109/LSP.2016.2603342},
ISSN={1070-9908},
month={Oct}
}
### License
This code is distributed under MIT LICENSE
### Contact
Yu Qiao
yu.qiao@siat.ac.cn
Kaipeng Zhang
kpzhang@cmlab.csie.ntu.edu.tw
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