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驾驶员行为检测+疲劳驾驶

参考文章:

吸烟行为检测:

yolov3+tensorflow+keras实现吸烟的训练全流程及识别检测:

https://blog.csdn.net/liuwuw/article/details/103630996

https://github.com/swliu2016/train-core-yolov3-darknet

darknet实现吸烟的训练全流程及识别检测:

https://blog.csdn.net/liuwuw/article/details/104188246

脸部疲劳驾驶检测:

基于Python实现的疲劳驾驶检测:

https://www.write-bug.com/article/2509.html

疲劳检测(Fatigue Detection Algorithm):

https://blog.csdn.net/laiwenjie1988/article/details/85276151

基于机器视觉的疲劳驾驶检测:

https://blog.csdn.net/qq_31065851/article/details/92012235

Dlib模型之驾驶员疲劳检测二(打哈欠)(有完整代码,但判断方法较差)

https://blog.csdn.net/cungudafa/article/details/103496881

头部姿态估计:(有OpenPose、OpenFace、AlphaPose、MaskRCNN解决方案)

OpenPose源码:

https://github.com/CMU-Perceptual-Computing-Lab/openpose

https://github.com/Hzzone/pytorch-openpose

OpenFace源码:

https://github.com/TadasBaltrusaitis/OpenFace

https://github.com/thnkim/OpenFacePytorch

AlphaPose源码:

https://github.com/MVIG-SJTU/AlphaPose

https://github.com/Amanbhandula/AlphaPose

MaskRCNN源码:

https://github.com/facebookresearch/detectron2

重磅!头部姿态估计「原理详解 + 实战代码」来啦!

https://www.sohu.com/a/278664242_100007727

OpenPose:实时多人2D姿态估计(详细,还有定义)

https://blog.csdn.net/qq_41204464/article/details/90656950

AlphaPose论文笔记《RMPE: Regional Multi-person Pose Estimation》

https://www.cnblogs.com/taoshiqian/p/9593901.html

人体姿态估计Alphapose配置安装教程(GPU,超详细,亲测有效!)

https://blog.csdn.net/qq_38522972/article/details/82993216

Openface人脸朝向和注意力检测

https://blog.csdn.net/where_is_horse/article/details/80099124

计算机视觉中头部姿态估计的研究综述(概念较多,但写得过于简单)

https://blog.csdn.net/weixin_41703033/article/details/83215043

Landmark估计头部姿态

使用opencv和dlib进行人脸姿态估计(python)(欧拉角计算有问题,飘的厉害,且检测到的面部较高,无工业化价值)

https://blog.csdn.net/yuanlulu/article/details/82763170

head-pose-estimation-using-opencv-and-dlib(上一篇的原文)

https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/

基于OpenCV和Dlib的头部姿态估计[译]

https://www.aiuai.cn/aifarm909.html

基于Dlib和OpenCV的人脸姿态估计(HeadPoseEstimation)(计算到欧拉角的办法)

https://blog.csdn.net/u013512448/article/details/77804161

人脸姿态估计浅谈~(方法较老,不实践)

https://blog.csdn.net/wsj998689aa/article/details/39294171

欧拉角、旋转向量和旋转矩阵的相互转换

https://www.jianshu.com/p/5e130c04a602

300W-LP、AFLW2000、BIWI数据集:

AFLW2000-3D数据库介绍及自带代码使用

https://blog.csdn.net/AuntieLee/article/details/105940291

http://www.cbsr.ia.ac.cn/users/xiangyuzhu/projects/3DDFA/main.htm

https://www.kaggle.com/kmader/biwi-kinect-head-pose-database/data

aflw数据集使用

https://blog.csdn.net/weixin_30558305/article/details/97031117

驾驶员行为识别:

基于深度学习的3D骨架动作识别

https://blog.csdn.net/u013608336/article/details/81070645

基于深度学习的Action Recognition(行为识别)【一】

https://blog.csdn.net/whfshuaisi/article/details/79116246

基于深度学习的Action Recognition(行为识别)【二】

https://blog.csdn.net/whfshuaisi/article/details/79116265

[骨架动作识别]A New Representation of Skeleton Sequences for 3D Action Recognition

https://blog.csdn.net/u013608336/article/details/78740343

驾驶员活体检测:

人脸识别中的活体检测算法综述

https://sigai.blog.csdn.net/article/details/82772813

相关数据集:

CEW眼睛状态数据集

http://parnec.nuaa.edu.cn/xtan/data/ClosedEyeDatabases.html

打哈欠数据集

http://www.site.uottawa.ca/~shervin/yawning/

Kaggle驾驶员分心检测竞赛:

https://www.kaggle.com/c/state-farm-distracted-driver-detection/data

代码实现:

https://www.kaggle.com/ismailchaida/cnn-to-detect-driver-actions

https://github.com/omnigeeker/mlnd_distracted_driver_detection

github上有很多相关工程

百度AI攻略:驾驶行为识别

https://blog.csdn.net/hawkman/article/details/103729064

http://ai.baidu.com/ai-doc/BODY/0k3cpytcz

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