One-Shot and Few-Shot Learning

Capstone Papers

Top cited papers (250+ citations, 2018-2024) ranked by citation count.

#	Paper	Citations
1	Exploring Simple Siamese Representation Learning Xinlei Chen, Kaiming He 2021	3,039
2	High Performance Visual Tracking with Siamese Region Proposal Network Bo Li, Junjie Yan, Wei Wu et al. 2018	2,844
3	Distractor-Aware Siamese Networks for Visual Object Tracking Zheng Zhu, Qiang Wang, Bo Li et al. Lecture notes in computer science 2018	1,479
4	Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac, Jeff Donahue, Pauline Luc et al. arXiv (Cornell University) 2022	1,234
5	Meta-Transfer Learning for Few-Shot Learning Qianru Sun, Yaoyao Liu, Tat‐Seng Chua et al. 2019	1,224
6	Learning to Generalize: Meta-Learning for Domain Generalization Da Li, Yongxin Yang, Yi-Zhe Song et al. Proceedings of the AAAI Conference on Artificial Intelligence 2018	1,146
7	Dynamic Few-Shot Visual Learning Without Forgetting Spyros Gidaris, Nikos Komodakis 2018	1,113
8	Siamese Box Adaptive Network for Visual Tracking Zedu Chen, Bineng Zhong, Guorong Li et al. 2020	927
9	Generalizing from a Few Examples: A Survey on Few-Shot Learning Yaqing Wang, Quanming Yao, James T. Kwok et al. arXiv (Cornell University) 2019	797
10	Rethinking Few-Shot Image Classification: A Good Embedding is All You Need? Yonglong Tian, Yue Wang, Dilip Krishnan et al. Lecture notes in computer science 2020	771