最新的一些开源face alignment及评价

r囧r小猫 2022-05-14 05:07 51阅读 0赞

1.  dlib ：[https://github.com/davisking/dlib/tree/v18.18][https_github.com_davisking_dlib_tree_v18.18]

评价：速度快，可商用，有些时候不太准确  
2. CLM-framework: [https://github.com/TadasBaltrusaitis/CLM-framework][https_github.com_TadasBaltrusaitis_CLM-framework]

评价:很准确，不可商用  
3. Face Detection, Pose Estimation and Landmark Localization in the Wild :[http://www.ics.uci.edu/~xzhu/face/][http_www.ics.uci.edu_xzhu_face]

评价:Very slow (~10 seconds an image after hyper threading on a 8-core CPU), but very accurate when it comes to high pose variations  
4. SDM patrikhuber/superviseddescent:[https://github.com/patrikhuber/superviseddescent][https_github.com_patrikhuber_superviseddescent]

评价:Nicely written C++ code, though not very robust  
5. Robust face landmark estimation under occlusion：[http://www.vision.caltech.edu/xpburgos/ICCV13/][http_www.vision.caltech.edu_xpburgos_ICCV13]

评价:Specially designed for handling occlusions(遮挡区域), but slow on account being written in MATLAB.  
6. 应用了CLM的项目：[https://www.technologyreview.com/s/541866/this-car-knows-your-next-misstep-before-you-make-it/][https_www.technologyreview.com_s_541866_this-car-knows-your-next-misstep-before-you-make-it]

评价:I actually explored a large number of open-source facial landmark detectors for a project, and found the CLM framework to outperform everything else (in terms of both speed and accuracy). We eventually used it in our project: www.technologyreview.com/news/…  
7. clandmark：[https://github.com/uricamic/clandmark][https_github.com_uricamic_clandmark]  
8. kylemcdonald/FaceTracker：[https://github.com/kylemcdonald/FaceTracker][https_github.com_kylemcdonald_FaceTracker]  
9. ++Android app for facial landmark tracking++：[https://github.com/ajdroid/facetrackerapp][https_github.com_ajdroid_facetrackerapp]  
10. kylemcdonald/FaceTracker：[https://github.com/kylemcdonald/FaceTracker][https_github.com_kylemcdonald_FaceTracker]  
11. [http://note.youdao.com/groupshare/web/file.html?token=4F58BCBC04714A7C8ADE604364BA97BB&gid=22052122][http_note.youdao.com_groupshare_web_file.html_token_4F58BCBC04714A7C8ADE604364BA97BB_gid_22052122]

12: ofxFaceTracker:[https://github.com/kylemcdonald/ofxFaceTracker][https_github.com_kylemcdonald_ofxFaceTracker]

参考链接：[http://www.learnopencv.com/facial-landmark-detection/\#comment-2471797375][http_www.learnopencv.com_facial-landmark-detection_comment-2471797375]

[https_github.com_davisking_dlib_tree_v18.18]: https://github.com/davisking/dlib/tree/v18.18
[https_github.com_TadasBaltrusaitis_CLM-framework]: https://github.com/TadasBaltrusaitis/CLM-framework
[http_www.ics.uci.edu_xzhu_face]: http://www.ics.uci.edu/~xzhu/face/
[https_github.com_patrikhuber_superviseddescent]: https://github.com/patrikhuber/superviseddescent
[http_www.vision.caltech.edu_xpburgos_ICCV13]: http://www.vision.caltech.edu/xpburgos/ICCV13/
[https_www.technologyreview.com_s_541866_this-car-knows-your-next-misstep-before-you-make-it]: https://www.technologyreview.com/s/541866/this-car-knows-your-next-misstep-before-you-make-it/
[https_github.com_uricamic_clandmark]: https://github.com/uricamic/clandmark
[https_github.com_kylemcdonald_FaceTracker]: https://github.com/kylemcdonald/FaceTracker
[https_github.com_ajdroid_facetrackerapp]: https://github.com/ajdroid/facetrackerapp
[http_note.youdao.com_groupshare_web_file.html_token_4F58BCBC04714A7C8ADE604364BA97BB_gid_22052122]: http://note.youdao.com/groupshare/web/file.html?token=4F58BCBC04714A7C8ADE604364BA97BB&gid=22052122
[https_github.com_kylemcdonald_ofxFaceTracker]: https://github.com/kylemcdonald/ofxFaceTracker
[http_www.learnopencv.com_facial-landmark-detection_comment-2471797375]: http://www.learnopencv.com/facial-landmark-detection/#comment-2471797375