When Does Self-supervision Improve Few-shot Learning?

8 October 2019

Papers citing "When Does Self-supervision Improve Few-shot Learning?"

50 / 95 papers shown

Title
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Yiyi Zhang Ying Zheng Xiaogang Xu Jun Wang SSL 56 4 0 28 Jan 2025
Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence Wenbo Huang Jinghui Zhang Bernard Ghanem Lei Zhang Shuoyuan Wang Fang Dong Jiahui Jin Takahiro Ogawa Miki Haseyama Mamba 93 1 0 10 Dec 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 45 3 0 30 Aug 2024
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation Min Zhang Haoxuan Li Fei Wu Kun Kuang OODD 24 12 0 30 Apr 2024
Reliable or Deceptive? Investigating Gated Features for Smooth Visual Explanations in CNNs Soham Mitra Atri Sukul S. K. Roy Pravendra Singh Vinay K. Verma AAML FAtt 38 0 0 30 Apr 2024
Boosting Few-Shot Learning with Disentangled Self-Supervised Learning and Meta-Learning for Medical Image Classification Eva Pachetti Sotirios A. Tsaftaris Sara Colantonio 35 2 0 26 Mar 2024
Boosting Meta-Training with Base Class Information for Few-Shot Learning Weihao Jiang Guodong Liu Di He Kun He CLL 46 1 0 06 Mar 2024
Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes Raphael Lafargue Yassir Bendou Bastien Pasdeloup J. Diguet Ian Reid Vincent Gripon Jack Valmadre 39 0 0 29 Jan 2024
GeNIe: Generative Hard Negative Images Through Diffusion Soroush Abbasi Koohpayegani Anuj Singh K. Navaneet Hadi Jamali Rad Hamed Pirsiavash VLM DiffM 26 4 0 05 Dec 2023
A Principled Hierarchical Deep Learning Approach to Joint Image Compression and Classification Siyu Qi Achintha Wijesinghe Lahiru D. Chamain Zhi Ding 14 0 0 30 Oct 2023
PARTICLE: Part Discovery and Contrastive Learning for Fine-grained Recognition Oindrila Saha Subhransu Maji SSL 32 2 0 25 Sep 2023
Graph Contrastive Learning Meets Graph Meta Learning: A Unified Method for Few-shot Node Tasks Hao Liu Jiarui Feng Lecheng Kong Dacheng Tao Yixin Chen Muhan Zhang OffRL 26 5 0 19 Sep 2023
Few-shot Class-Incremental Semantic Segmentation via Pseudo-Labeling and Knowledge Distillation Chen Jiang Tao Wang Sien Li Jinyang Wang Shirui Wang Antonios Antoniou CLL 16 1 0 05 Aug 2023
GenCo: An Auxiliary Generator from Contrastive Learning for Enhanced Few-Shot Learning in Remote Sensing Jing Wu N. Hovakimyan Jennifer Hobbs 32 14 0 27 Jul 2023
Source Identification: A Self-Supervision Task for Dense Prediction Shuai Chen Subhradeep Kayal Marleen de Bruijne SSL 19 0 0 05 Jul 2023
Instance-based Max-margin for Practical Few-shot Recognition Minghao Fu Kevin Zhu Jianxin Wu 35 2 0 27 May 2023
Pulling Target to Source: A New Perspective on Domain Adaptive Semantic Segmentation Haochen Wang Yujun Shen Jingjing Fei Wei Li Liwei Wu Yuxi Wang Zhaoxiang Zhang OOD 46 7 0 23 May 2023
ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Yi Rong Xiongbo Lu Zhaoyang Sun Yaxiong Chen Shengwu Xiong 26 10 0 26 Apr 2023
Clustered-patch Element Connection for Few-shot Learning Jinxiang Lai Siqian Yang Junhong Zhou Wenlong Wu Xiao Chen Jun Liu Bin-Bin Gao Chengjie Wang 26 8 0 20 Apr 2023
Towards Label-Efficient Incremental Learning: A Survey Mert Kilickaya Joost van de Weijer Yuki M. Asano CLL 27 4 0 01 Feb 2023
PatchMix Augmentation to Identify Causal Features in Few-shot Learning C. Xu Chen Liu Xinwei Sun Siqian Yang Yabiao Wang Chengjie Wang Yanwei Fu 24 16 0 29 Nov 2022
RankDNN: Learning to Rank for Few-shot Learning Qianyu Guo Hongtong Gong Xu Wei Yanwei Fu Weifeng Ge Yizhou Yu Wenqiang Zhang 27 14 0 28 Nov 2022
Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective Jinxiang Lai Siqian Yang Guannan Jiang Xi-Zhao Wang Yuxi Li ... Xiaozhong Liu Bin-Bin Gao Wei Zhang Yuan Xie Chengjie Wang 46 6 0 02 Nov 2022
tSF: Transformer-based Semantic Filter for Few-Shot Learning Jinxiang Lai Siqian Yang Wenlong Liu Yi Zeng Zhongyi Huang Wenlong Wu Jun Liu Bin-Bin Gao Chengjie Wang VLM 23 19 0 02 Nov 2022
Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Mohamed Afham Ranga Rodrigo VLM 19 5 0 20 Oct 2022
BaseTransformers: Attention over base data-points for One Shot Learning Mayug Maniparambil Kevin McGuinness Noel E. O'Connor 34 3 0 05 Oct 2022
Query-Guided Networks for Few-shot Fine-grained Classification and Person Search Bharti Munjal Alessandro Flaborea S. Amin F. Tombari Fabio Galasso 13 23 0 21 Sep 2022
Few-Shot Classification with Contrastive Learning Zhanyuan Yang Jinghua Wang Ying J. Zhu OODD MQ 45 55 0 17 Sep 2022
Learning from Future: A Novel Self-Training Framework for Semantic Segmentation Ye Du Yujun Shen Haochen Wang Jingjing Fei Wei Li Liwei Wu Rui Zhao Zehua Fu Qingjie Liu 42 29 0 15 Sep 2022
A Study on Representation Transfer for Few-Shot Learning Chun-Nam Yu Yi Xie SSL 16 1 0 05 Sep 2022
Learning Primitive-aware Discriminative Representations for Few-shot Learning Jianpeng Yang Yuhang Niu Xuemei Xie G. Shi 16 1 0 20 Aug 2022
How does the degree of novelty impacts semi-supervised representation learning for novel class retrieval? Q. Leroy Olivier Buisson Alexis Joly SSL 19 0 0 17 Aug 2022
Improving Test-Time Adaptation via Shift-agnostic Weight Regularization and Nearest Source Prototypes Sungha Choi Seunghan Yang Seokeon Choi Sungrack Yun TTA OOD 30 64 0 24 Jul 2022
Self-Supervision Can Be a Good Few-Shot Learner Yuning Lu Liangjiang Wen Jianzhuang Liu Yajing Liu Xinmei Tian SSL 14 37 0 19 Jul 2022
Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation M. Zhang Siteng Huang Wenbin Li Donglin Wang VLM 23 32 0 14 Jul 2022
Task Agnostic Representation Consolidation: a Self-supervised based Continual Learning Approach Prashant Bhat Bahram Zonooz Elahe Arani SSL CLL 24 12 0 13 Jul 2022
iBoot: Image-bootstrapped Self-Supervised Video Representation Learning F. Saleh Fuwen Tan Adrian Bulat Georgios Tzimiropoulos Brais Martínez SSL 44 1 0 16 Jun 2022
Rethinking Generalization in Few-Shot Classification Markus Hiller Rongkai Ma Mehrtash Harandi Tom Drummond OCL VLM 30 55 0 15 Jun 2022
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples Duong H. Le Khoi Duc Minh Nguyen Khoi Nguyen Quoc-Huy Tran Rang Nguyen Binh-Son Hua OODD 37 39 0 08 Jun 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 344 0 13 May 2022
Self-Supervised Graph Neural Network for Multi-Source Domain Adaptation Jin Yuan Feng Hou Yangzhou Du Zhongchao Shi Xin Geng Jianping Fan Yong Rui SSL OOD 20 19 0 08 Apr 2022
LEAD: Self-Supervised Landmark Estimation by Aligning Distributions of Feature Similarity Tejan Karmali Abhinav Atrishi Sai Sree Harsha Susmit Agrawal Varun Jampani R. Venkatesh Babu SSL 28 5 0 06 Apr 2022
Matching Feature Sets for Few-Shot Image Classification Arman Afrasiyabi Hugo Larochelle Jean-François Lalonde Christian Gagné VLM 30 72 0 02 Apr 2022
Visual Representation Learning with Self-Supervised Attention for Low-Label High-data Regime Prarthana Bhattacharyya Chenge Li Xiaonan Zhao István Fehérvári Jason Sun ViT 34 2 0 22 Jan 2022
How does unlabeled data improve generalization in self-training? A one-hidden-layer theoretical analysis Shuai Zhang Hao Wu Sijia Liu Pin-Yu Chen Jinjun Xiong SSL MLT 41 22 0 21 Jan 2022
Multi-level Second-order Few-shot Learning Hongguang Zhang Hongdong Li Piotr Koniusz 13 33 0 15 Jan 2022
Rethinking Nearest Neighbors for Visual Classification Menglin Jia Bor-Chun Chen Zuxuan Wu Claire Cardie Serge J. Belongie Ser-Nam Lim SSL 41 10 0 15 Dec 2021
Adaptive Poincaré Point to Set Distance for Few-Shot Classification Rongkai Ma Pengfei Fang Tom Drummond Mehrtash Harandi 21 45 0 03 Dec 2021
Semi-Supervised Learning with Taxonomic Labels Jong-Chyi Su Subhransu Maji 41 10 0 23 Nov 2021
Fine-Grained Image Analysis with Deep Learning: A Survey Xiu-Shen Wei Yi-Zhe Song Oisin Mac Aodha Jianxin Wu Yuxin Peng Jinhui Tang Jian Yang Serge J. Belongie 74 279 0 11 Nov 2021