Margin-based Loss

Margin-Based Loss is a type of loss function in machine learning that penalizes predictions based on the margin between the confidence scores of correct and incorrect classifications, differing from other loss functions by explicitly enforcing a separation boundary to enhance generalization.

264

Publications

21.7K

Citations

770

Authors

275

Institutions

Publications per year

2017–2026

170

Variants

Margin Loss

Parents

Loss Function

Publications

264

CosFace: Large Margin Cosine Loss for Deep Face Recognition

Hao Wang, Yitong Wang, Zheng Zhou et al. · 2018 · 2.9K citations

Computing, Computer Science, Computer Vision +13

Additive Margin Softmax for Face Verification

IEEE Signal Processing Letters · 2018 · 1.1K citations · Full text

Computing, Computer Science, Computer Vision +16

Reducing Multiclass to Binary: A Unifying Approach for Margin Classifiers

Erin L. Allwein, Robert E. Schapire, Yoram Singer · 2000 · 916 citations

Computing, Computer Science, Data Science +17

Deep Learning using Linear Support Vector Machines

Yichuan Tang · arXiv (Cornell University) · 2013 · 741 citations · Full text

Computing, Bioinformatics, Computer Science +17

A Comprehensive Survey of Loss Functions in Machine Learning

Qi Wang, Yue Ma, Kun Zhao et al. · Annals of Data Science · 2020 · 693 citations

Computing, Computer Science, Machine Learning +15

1–5 of 264

Authors

770

ZL
Zhen Lei
Chinese Academy of Sciences, China
5 publications · 196 citations
5
h-index
WY
Wenming Yang
Tsinghua University, China
4 publications · 115 citations
4
h-index
HS
Hailin Shi
Chinese Academy of Sciences, China
4 publications · 248 citations
4
h-index
XW
Xiaobo Wang
Chinese Academy of Sciences, China
4 publications · 255 citations
4
h-index
XC
Xueqi Cheng
Chinese Academy of Sciences, China
4 publications · 162 citations
4
h-index

1–5 of 770

Institutions

275

1–8 of 275

Venues

arXiv (Cornell University)
Repository · 52 publications · 3.4K citations
25
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 8 publications · 624 citations
8
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 6 publications · 309 citations
7
h-index
Pattern Recognition
7 publications · 280 citations
7
h-index
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Conference · 5 publications · 818 citations
5
h-index

1–5