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Unsupervised Meta-Learning For Few-Shot Image Classification

28 November 2018

Papers citing "Unsupervised Meta-Learning For Few-Shot Image Classification"

50 / 58 papers shown

Title
Heterogeneous Adversarial Play in Interactive Environments Manjie Xu Xinyi Yang Jiayu Zhan Wei Liang Chi Zhang Yixin Zhu 149 0 0 21 Oct 2025
Directed-MAML: Meta Reinforcement Learning Algorithm with Task-directed Approximation Yang Zhang Huiwen Yan Mushuang Liu 112 0 0 30 Sep 2025
Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy Yunchuan Guan Yu Liu Ke Zhou Zhiqi Shen Jenq-Neng Hwang Serge Belongie Lei Li 137 0 0 16 Sep 2025
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Wei Cui Tongzi Wu Jesse C. Cresswell Yi Sui Keyvan Golestan 269 0 0 12 Mar 2025
Unsupervised Meta-Learning via In-Context Learning Anna Vettoruzzo Lorenzo Braccaioli Joaquin Vanschoren M. Nowaczyk SSL 341 3 0 25 May 2024
Meta-Prior: Meta learning for Adaptive Inverse Problem Solvers Matthieu Terris Thomas Moreau 185 1 0 30 Nov 2023
BatMan-CLR: Making Few-shots Meta-Learners Resilient Against Label Noise Jeroen Galjaard Robert Birke Marten van Dijk Lydia Y. Chen NoLa 247 0 0 12 Sep 2023
Meta-DM: Applications of Diffusion Models on Few-Shot Learning W. Hu Xiurong Jiang Jiarun Liu Yuqi Yang Hui Tian DiffM 193 7 0 14 May 2023
Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive LearningInternational Conference on Learning Representations (ICLR), 2023 Huiwon Jang Hankook Lee Jinwoo Shin VLM SSL 204 26 0 02 Mar 2023
STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled TablesInternational Conference on Learning Representations (ICLR), 2023 Jaehyun Nam Jihoon Tack Kyungmin Lee Hankook Lee Jinwoo Shin LMTD SSL 245 48 0 02 Mar 2023
CMVAE: Causal Meta VAE for Unsupervised Meta-LearningAAAI Conference on Artificial Intelligence (AAAI), 2023 Guodong Qi Huimin Yu CML SSL 163 9 0 20 Feb 2023
HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action RecognitionPattern Recognition (Pattern Recogn.), 2023 Xiang Wang Shiwei Zhang Zhiwu Qing Zhe Zuo Changxin Gao Rong Jin Nong Sang 234 35 0 09 Jan 2023
Neural Routing in Meta Learning Jicang Cai Saeed Vahidian Weijia Wang M. Joneidi Bill Lin 130 0 0 14 Oct 2022
Self-Attention Message Passing for Contrastive Few-Shot LearningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Ojas Kishorkumar Shirekar Ashutosh Kumar Singh Hadi Jamali Rad 178 6 0 12 Oct 2022
Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps Kuilin Chen Chi-Guhn Lee SSL 217 4 0 07 Oct 2022
Contributions of Shape, Texture, and Color in Visual RecognitionEuropean Conference on Computer Vision (ECCV), 2022 Yunhao Ge Yao Xiao Zhi-Qin John Xu Xingyu Wang Laurent Itti 3DH 137 41 0 19 Jul 2022
Self-Supervision Can Be a Good Few-Shot LearnerEuropean Conference on Computer Vision (ECCV), 2022 Yuning Lu Liangjiang Wen Jianzhuang Liu Yajing Liu Xinmei Tian SSL 236 50 0 19 Jul 2022
Interpolating Compressed Parameter Subspaces Siddhartha Datta N. Shadbolt 224 5 0 19 May 2022
Visual Representation Learning with Self-Supervised Attention for Low-Label High-data RegimeIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Prarthana Bhattacharyya Chenge Li Xiaonan Zhao István Fehérvári Jason Sun ViT 175 2 0 22 Jan 2022
Multi-level Second-order Few-shot LearningIEEE transactions on multimedia (IEEE TMM), 2022 Hongguang Zhang Hongdong Li Piotr Koniusz 165 39 0 15 Jan 2022
Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation Hyeongjun Kwon Somi Jeong Sunok Kim Kwanghoon Sohn VLM 155 12 0 09 Nov 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLPConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Trapit Bansal K. Gunasekaran Tong Wang Tsendsuren Munkhdalai Andrew McCallum SSL OOD 181 21 0 02 Nov 2021
Unsupervised Representation Learning Meets Pseudo-Label Supervised Self-Distillation: A New Approach to Rare Disease ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Jinghan Sun Dong Wei Kai Ma Liansheng Wang Yefeng Zheng 155 11 0 09 Oct 2021
Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation Jay Patravali Gaurav Mittal Ye Yu Fuxin Li Mei Chen 196 23 0 30 Sep 2021
Multimodality in Meta-Learning: A Comprehensive Survey Yao Ma Shilin Zhao Weixiao Wang Yaoman Li Irwin King 242 70 0 28 Sep 2021
On the Importance of Distractors for Few-Shot Classification Rajshekhar Das Yu-Xiong Wang José M. F. Moura 157 33 0 20 Sep 2021
Online Unsupervised Learning of Visual Representations and Categories Mengye Ren Tyler R. Scott Michael L. Iuzzolino Michael C. Mozer R. Zemel OCL SSL 328 5 0 13 Sep 2021
ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback Mike Wu Noah D. Goodman Chris Piech Chelsea Finn 251 22 0 23 Jul 2021
Few-Shot Learning with a Strong TeacherIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Han-Jia Ye Lu Ming De-Chuan Zhan Wei-Lun Chao 238 68 0 01 Jul 2021
Trainable Class Prototypes for Few-Shot Learning Jianyi Li Guizhong Liu VLM 178 2 0 21 Jun 2021
SPeCiaL: Self-Supervised Pretraining for Continual Learning Lucas Caccia Joelle Pineau CLL SSL 140 19 0 16 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal RecognitionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 394 12 0 05 Jun 2021
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled ImagesInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Wentao Chen Chenyang Si Wei Wang Liang Wang Zilei Wang Tieniu Tan SSL 126 10 0 25 May 2021
Multiple Meta-model Quantifying for Medical Visual Question AnsweringInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Tuong Khanh Long Do Binh X. Nguyen Erman Tjiputra Minh-Ngoc Tran Quang-Dieu Tran A. Nguyen 406 124 0 19 May 2021
MT3: Meta Test-Time Training for Self-Supervised Test-Time AdaptionInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 Alexander Bartler Andreas Bühler Felix Wiewel Mario Döbler Binh Yang TTA OOD 208 96 0 30 Mar 2021
Meta-learning of Pooling Layers for Character RecognitionIEEE International Conference on Document Analysis and Recognition (ICDAR), 2021 Takato Otsuzuki Heon Song S. Uchida Hideaki Hayashi 147 3 0 17 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal EncodingComputer Vision and Pattern Recognition (CVPR), 2021 Bo Sun Banghuai Li Shengcai Cai Ye Yuan Fangqiu Yi 288 481 0 10 Mar 2021
Contrastive Prototype Learning with Augmented Embeddings for Few-Shot LearningConference on Uncertainty in Artificial Intelligence (UAI), 2021 Yizhao Gao Nanyi Fei Guangzhen Liu Zhiwu Lu Tao Xiang Songfang Huang 225 43 0 23 Jan 2021
Machine learning with limited data Fupin Yao VLM 114 8 0 18 Jan 2021
Are Fewer Labels Possible for Few-shot Learning? Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Guang Dai Qi Chu Nenghai Yu SSL 159 3 0 10 Dec 2020
Model-Agnostic Learning to Meta-Learn A. Devos Yatin Dandi OOD 252 1 0 04 Dec 2020
A Survey on Machine Learning from Few SamplesPattern Recognition (Pattern Recognit.), 2020 Jiang Lu Pinghua Gong Jieping Ye Jianwei Zhang Changshu Zhang 315 76 0 06 Sep 2020
Don't miss the Mismatch: Investigating the Objective Function Mismatch for Unsupervised Representation Learning Bonifaz Stuhr Jürgen Brauer 204 1 0 04 Sep 2020
SketchEmbedNet: Learning Novel Concepts by Imitating DrawingsInternational Conference on Machine Learning (ICML), 2020 Alexander Wang Mengye Ren R. Zemel SSL 300 24 0 27 Aug 2020
Few-Shot Image Classification via Contrastive Self-Supervised Learning Jianyi Li Guizhong Liu VLM SSL MQ 110 15 0 23 Aug 2020
A Self-supervised GAN for Unsupervised Few-shot Object Recognition Khoi Duc Minh Nguyen S. Todorovic SSL 208 8 0 16 Aug 2020
Few shot clustering for indoor occupancy detection with extremely low-quality images from battery free cameras Homagni Saha Sin Yong Tan Ali Saffari Mohamad Katanbaf Joshua R. Smith Soumik Sarkar 114 3 0 13 Aug 2020
Few-shot Classification via Adaptive Attention Zihang Jiang Bingyi Kang Kuangqi Zhou Jiashi Feng 202 25 0 06 Aug 2020
Semi-supervised Learning with a Teacher-student Network for Generalized Attribute PredictionEuropean Conference on Computer Vision (ECCV), 2020 Minchul Shin 223 14 0 14 Jul 2020
Towards Cross-Granularity Few-Shot Learning: Coarse-to-Fine Pseudo-Labeling with Visual-Semantic Meta-EmbeddingACM Multimedia (ACM MM), 2020 Jinhai Yang Han Yang Lin Chen 138 20 0 11 Jul 2020