OTFace: Hard Samples Guided Optimal Transport Loss for Deep Face Representation

28 March 2022

Papers citing "OTFace: Hard Samples Guided Optimal Transport Loss for Deep Face Representation"

28 / 28 papers shown

Title
SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face Recognition Yaoyao Zhong Weihong Deng Jiani Hu Dongyue Zhao Xian Li Dongchao Wen 3DH CVBM 97 89 0 24 May 2022
DeepFace-EMD: Re-ranking Using Patch-wise Earth Mover's Distance Improves Out-Of-Distribution Face Identification Hai T. Phan Anh Totti Nguyen CVBM 63 24 0 07 Dec 2021
Towards Interpretable Deep Metric Learning with Structural Matching Wenliang Zhao Yongming Rao Ziyi Wang Jiwen Lu Jie Zhou FedML 54 47 0 12 Aug 2021
MagFace: A Universal Representation for Face Recognition and Quality Assessment Qiang Meng Shichao Zhao Zhida Huang F. Zhou CVBM 66 490 0 11 Mar 2021
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition Yanhua Huang Yuhan Wang Ying Tai Xiaoming Liu Pengcheng Shen Shaoxin Li Jilin Li Feiyue Huang CVBM 53 505 0 01 Apr 2020
Mis-classified Vector Guided Softmax Loss for Face Recognition Xiaobo Wang Shifeng Zhang Shuo Wang Tianyu Fu Hailin Shi Tao Mei CVBM 41 164 0 26 Nov 2019
AdaCos: Adaptively Scaling Cosine Logits for Effectively Learning Deep Face Representations Xiao Zhang Rui Zhao Yu Qiao Xiaogang Wang Hongsheng Li CVBM 85 216 0 01 May 2019
Probabilistic Face Embeddings Yichun Shi Anil K. Jain CVBM 60 310 0 21 Apr 2019
MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices Sheng Chen Yang Liu Xiang Gao Zhen Han CVBM 3DH 70 562 0 20 Apr 2018
CosFace: Large Margin Cosine Loss for Deep Face Recognition Haobo Wang Yitong Wang Zheng Zhou Xing Ji Dihong Gong Jin Zhou Zhifeng Li Wei Liu CVBM MQ 125 2,503 0 29 Jan 2018
Additive Margin Softmax for Face Verification Feng Wang Weiyang Liu Haijun Liu Jian Cheng CVBM 91 1,273 0 17 Jan 2018
Cross-Age LFW: A Database for Studying Cross-Age Face Recognition in Unconstrained Environments Tianyue Zheng Weihong Deng Jiani Hu CVBM 59 417 0 28 Aug 2017
Noisy Softmax: Improving the Generalization Ability of DCNN via Postponing the Early Softmax Saturation Binghui Chen Weihong Deng Junping Du 56 125 0 12 Aug 2017
Learning Generative Models with Sinkhorn Divergences Aude Genevay Gabriel Peyré Marco Cuturi OT 168 628 0 01 Jun 2017
SphereFace: Deep Hypersphere Embedding for Face Recognition Weiyang Liu Yandong Wen Zhiding Yu Ming Li Bhiksha Raj Le Song CVBM 230 2,798 0 26 Apr 2017
Large-Margin Softmax Loss for Convolutional Neural Networks Weiyang Liu Yandong Wen Zhiding Yu Meng Yang CVBM 78 1,455 0 07 Dec 2016
Wasserstein Discriminant Analysis Rémi Flamary Marco Cuturi Nicolas Courty A. Rakotomamonjy 88 103 0 29 Aug 2016
Training Region-based Object Detectors with Online Hard Example Mining Abhinav Shrivastava Abhinav Gupta Ross B. Girshick ObjD 148 2,418 0 12 Apr 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015
The MegaFace Benchmark: 1 Million Faces for Recognition at Scale Ira Kemelmacher-Shlizerman S. M. Seitz Daniel Miller Evan Brossard CVBM 79 860 0 02 Dec 2015
Optimal Transport for Domain Adaptation Nicolas Courty Rémi Flamary D. Tuia A. Rakotomamonjy OT OOD 135 1,119 0 02 Jul 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 359 13,143 0 12 Mar 2015
DeepID3: Face Recognition with Very Deep Neural Networks Yi Sun Ding Liang Xiaogang Wang Xiaoou Tang CVBM 85 939 0 03 Feb 2015
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 447 43,635 0 17 Sep 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.6K 100,330 0 04 Sep 2014
Deep Learning Face Representation by Joint Identification-Verification Yi Sun Xiaogang Wang Xiaoou Tang CVBM 222 2,246 0 18 Jun 2014
Nuclear Norm based Matrix Regression with Applications to Face Recognition with Occlusion and Illumination Changes Jian Yang J. Qian Lei Luo Fanlong Zhang Yong Xu CVBM 64 336 0 06 May 2014
Sinkhorn Distances: Lightspeed Computation of Optimal Transportation Distances Marco Cuturi OT 209 4,258 0 04 Jun 2013