人脸识别、人脸检测、人脸对齐相关算法和论文汇总
来源：https://github.com/polarisZhao/awesome-face
📌 Face Recognition
1. metric learning：
- Deep ID Series
DeepID1: Deep Learning Face Representation from Predicting 10,000 Classes [Yi Sun et al., 2014]
DeepID2: Deep Learning Face Representation by Joint Identification-Verification [Yi Sun et al., 2014]
DeepID2+: Deeply learned face representations are sparse, selective, and robust [Yi Sun et al., 2014]
DeepIDv3: DeepID3: Face Recognition with Very Deep Neural Networks [Yi Sun et al., 2015]
- FaceNet: [third-party implemention]
FaceNet: A Unified Embedding for Face Recognition and Clustering [Florian Schroff et al., 2015]
- Deep Face:
Deep Face Recognition [Omkar M. Parkhi et al., 2015]
2. margin based classification
Center Loss： [code]
A Discriminative Feature Learning Approach for Deep Face Recognition [Yandong Wen et al., 2016]Large-Margin Softmax Loss [code]
Large-Margin Softmax Loss for Convolutional Neural Networks(L-Softmax loss) [Weiyang Liu al., 2017]SphereFace： A-Softmax [code]
SphereFace: Deep Hypersphere Embedding for Face Recognition [Weiyang Liu al., 2017]-
NormFace [code]
NormFace: L2 Hypersphere Embedding for Face Verification [Feng Wang al., 2017]
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COCO Loss: [code]
Rethinking Feature Discrimination and Polymerization for Large-scale Recognition [Yu Liu al., 2017]
AM-Softmax [code]
AM : Additive Margin Softmax for Face Verification [Feng Wang al., 2018]CosFace:
CosFace: Large Margin Cosine Loss for Deep Face Recognition(Tencent AI Lab) [Hao Wang al., 2018]
- ArcFace: [code]
ArcFace: Additive Angular Margin Loss for Deep Face Recognition [Jiankang Deng al., 2018]
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CCL：
Face Recognition via Centralized Coordinate Learning [Xianbiao al., 2018]
3. 3D face recognition
Deep 3D Face Identification [Donghyun Kim al., 2017]
Learning from Millions of 3D Scans for Large-scale 3D Face Recognition[Syed Zulqarnain al., 2018]
4. others
- Beyond triplet loss: a deep quadruplet network for person re-identification[Weihua Chen al., 2017]
- Range Loss for Deep Face Recognition with Long-tail [Xiao Zhang al., 2016]
- Feature Incay for Representation Regularization[Yuhui Yuan al., 2017]
📌 Face Detection
-
Cascade [code]
A Convolutional Neural Network Cascade for Face Detection[Haoxiang Li al., 2015]
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MTCNN [code]
Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks[K. Zhang al., 2016]
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Face R-CNN
Face R-CNN[H. Wang, Z. Li, X. Ji, Y. Wang. et.al 2017]
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SSH [code]
SSH: Single Stage Headless Face Detector[M. Najibi, al., 2017 ]
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HR [code]
Finding Tiny Faces [Peiyun Hu, Deva Ramanan, 2017]
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PyramidBox
PyramidBox: A Context-assisted Single Shot Face Detector[Xu Tang al., 2018]
📌 Face Alignment
- Look at Boundary: A Boundary-Aware Face Alignment Algorithm[Wayne Wu al., 2018]
