Last edited date : March 9, 2023
0. Survey/Review
- Past, Present, and Future of Face Recognition: A Review 2020.07 ๐
- Machine Learning is Fun! Part 4: Modern Face Recognition with Deep Learning ๐ ๐ฐ๐ท (2017)
- andrew ng - face recognition ๊ฐ์ (2017) โถ๏ธ
- Face Recognition vs Identificatin vs Verification
- Face Recog. model demo (FaceNet, VGG-Face, DeepFace, OpenFace) โถ๏ธ
1. Face Recognition models
Prof. Xiaoou Tang - CelebFaces, DeepID
- ํ์ฝฉ์ค๋ฌธ๋ (CUHK) Xiaoou Tang ๊ต์ ์ฐ๊ตฌ์ค ๋
ผ๋ฌธ ์๋ฆฌ์ฆ
- Key idea : ์ผ๊ตด์ ํน์ ๋ถ๋ถ์ ๋ฐ๋ก ํ์ํด (ex, ๋,์ฝ,์
) cascade ํ์์ผ๋ก ๋ชจ๋ธ ๊ตฌ์ฑ์ด ๋ฉ์ธ
- CelebFace (์ ๊ด๋ จ๋ CelebA๋ LFWA ๋ฑ) dataset ๋ฐํ
- Papers
FaceNet @google
- [CVPR 15] FaceNet: A Unified Embedding for Face Recognition and Clustering ๐
- Key idea : Triplet Loss
๐ฝ facenet github