NTUST Edge AI Ch7-3 (2022) 邊緣智慧案例實作─人臉辨識

臺灣科技大學資訊工程系

人工智慧與邊緣運算實務 ( CS5149701 )

 

課程講師：許哲豪博士 / 兼任助理教授

 

第7章 邊緣智慧案例實作

 

第3節 人臉辨識

基本介紹
評量方式
OpenCV
OpenVINO 

本章節相關範例程式：https://github.com/OmniXRI/NTUST_EdgeAI_2022/tree/main/Ch7_Implementations/Ch7-3_Face_Recognition

 

（點擊圖片放大）

 

參考文獻

 

許哲豪，【課程簡報】Edge AI社聚#1 身份辨識防疫技術交流 ─ Edge AI人臉辨識技術剖析
https://omnixri.blogspot.com/2021/02/edge-ai1-edge-ai.html

許哲豪，【開箱測試】研華科技AI人臉辨識運算智能系統
https://omnixri.blogspot.com/2020/12/ai.html

National Institute of Standards and Technology (NIST), Face Recognition Vendor Test (FRVT) Ongoing
https://www.nist.gov/programs-projects/face-recognition-vendor-test-frvt-ongoing

 

人臉特徵點資料集：

MTFL, 12,955 images with 5 landmarks
http://mmlab.ie.cuhk.edu.hk/projects/TCDCN.html

FRGC-V2, with 5 landmarks
https://www.nist.gov/programs-projects/face-recognition-grand-challenge-frgc

AFW, 205 images with 6 landmarks
https://www.cs.cmu.edu/~deva/papers/face/

BioID Face, 1,521 images with 20 landmarks
https://www.bioid.com/facedb/

AFLW, 25,933 images with 21 landmarks
https://www.tugraz.at/institute/icg/research/team-bischof/lrs/downloads/aflw/

COFW, 1,345 images with 29 landmarks
http://www.vision.caltech.edu/xpburgos/ICCV13/

LFPW, 1,432 images with 35 landmarks
https://neerajkumar.org/databases/lfpw/

BUHMAP-DB, 440 videos with 52 landmarks
https://www.cmpe.boun.edu.tr/pilab/pilabfiles/databases/buhmap/

XM2VTS, 2,360 images with 68 landmarks
https://personalpages.manchester.ac.uk/staff/timothy.f.cootes/data/xm2vts/xm2vts_markup.html

300W, 3,837 images with 68 landmarks
https://ibug.doc.ic.ac.uk/resources/300-W/

MUCT, 3755 images with 76 landmarks
http://www.milbo.org/muct/

WFLW, 10,000 images with 98 landmarks
https://wywu.github.io/projects/LAB/WFLW.html

ICME, 16,000 images with 106 landmarks
https://facial-landmarks-localization-challenge.github.io/#introduction

HELEN, 2,330 images with 194 landmarks
http://www.ifp.illinois.edu/~vuongle2/helen/

 

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