CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning

18 February 2021

Fan Yang

Papers citing "CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning"

43 / 143 papers shown

Title
An Embarrassingly Simple Baseline for Imbalanced Semi-Supervised Learning Haoxing Chen Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Marios Savvides Bhiksha Raj 32 12 0 20 Nov 2022
An interpretable imbalanced semi-supervised deep learning framework for improving differential diagnosis of skin diseases Futian Weng Yuanting Ma J. Sun Shijun Shan Qiyuan Li Jianping Zhu Yang Wang Yan Xu 34 0 0 20 Nov 2022
Class-Level Confidence Based 3D Semi-Supervised Learning Zhimin Chen Longlong Jing Liang Yang Yingwei Li Bing Li 26 17 0 18 Oct 2022
Fuzzy Positive Learning for Semi-supervised Semantic Segmentation Pengchong Qiao Zhidan Wei Yu Wang Zhennan Wang Guoli Song Fan Xu Xiang Ji Chang-rui Liu Jie Chen 24 19 0 16 Oct 2022
Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text Classification Linxin Song Jieyu Zhang Tianxiang Yang M. Goto 23 3 0 06 Oct 2022
SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning Haobo Wang Mingxuan Xia Yixuan Li Yuren Mao Lei Feng Gang Chen J. Zhao 51 38 0 21 Sep 2022
Semi-Supervised Semantic Segmentation with Cross Teacher Training Hui Xiao Li Dong Kangkang Song Hao Xu Shuibo Fu Diqun Yan Chengbin Peng 35 26 0 03 Sep 2022
ProCo: Prototype-aware Contrastive Learning for Long-tailed Medical Image Classification Zhixiong Yang Junwen Pan Yanzhan Yang Xiaozhou Shi Hong-Yu Zhou Zhicheng Zhang Cheng Bian VLM MedIm AI4TS 23 27 0 01 Sep 2022
Tunable Hybrid Proposal Networks for the Open World Matthew J. Inkawhich Nathan Inkawhich H. Li Yiran Chen 32 2 0 23 Aug 2022
Label-Noise Learning with Intrinsically Long-Tailed Data Yang Lu Yiliang Zhang Bo Han Y. Cheung Hanzi Wang NoLa 48 17 0 21 Aug 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification Yidong Wang Hao Chen Yue Fan Wangbin Sun R. Tao ... T. Shinozaki Bernt Schiele Jindong Wang Xingxu Xie Yue Zhang 24 113 0 12 Aug 2022
RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning Yue Duan Lei Qi Lei Wang Luping Zhou Yinghuan Shi OOD 23 11 0 09 Aug 2022
Imbalanced Semi-supervised Learning with Bias Adaptive Classifier Renzhen Wang Xixi Jia Quanziang Wang Yichen Wu Deyu Meng 25 16 0 28 Jul 2022
On Non-Random Missing Labels in Semi-Supervised Learning Xinting Hu Yulei Niu C. Miao Xiansheng Hua Hanwang Zhang 34 18 0 29 Jun 2022
EnergyMatch: Energy-based Pseudo-Labeling for Semi-Supervised Learning Z. Yu Yin Li Yong Jae Lee 14 0 0 13 Jun 2022
Masked Unsupervised Self-training for Label-free Image Classification Junnan Li Silvio Savarese Steven C. H. Hoi VLM SSL 18 12 0 07 Jun 2022
A Survey on Long-Tailed Visual Recognition Lu Yang He Jiang Q. Song Jun Guo 13 123 0 27 May 2022
Transfer and Share: Semi-Supervised Learning from Long-Tailed Data Tong Wei Qianqian Liu Jiang-Xin Shi Wei-Wei Tu Lan-Zhe Guo 31 14 0 26 May 2022
ImGCL: Revisiting Graph Contrastive Learning on Imbalanced Node Classification Liang Zeng Lanqing Li Zi-Chao Gao P. Zhao Jian Li 27 22 0 23 May 2022
UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic Segmentation Jiashuo Fan Bin-Bin Gao Huan Jin Lihui Jiang 12 58 0 20 May 2022
FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning Yidong Wang Hao Chen Qiang Heng Wenxin Hou Yue Fan ... Marios Savvides T. Shinozaki Bhiksha Raj Bernt Schiele Xing Xie 185 258 0 15 May 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 42 40 0 10 Apr 2022
S4OD: Semi-Supervised learning for Single-Stage Object Detection Yueming Zhang Xingxu Yao Chao-Jung Liu F. Chen Xiaolin Song Tengfei Xing Runbo Hu Hua Chai Pengfei Xu Guoshan Zhang ObjD 36 7 0 09 Apr 2022
Unbiased Subclass Regularization for Semi-Supervised Semantic Segmentation Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 22 42 0 18 Mar 2022
S5CL: Unifying Fully-Supervised, Self-Supervised, and Semi-Supervised Learning Through Hierarchical Contrastive Learning Manuel Tran S. J. Wagner Melanie Boxberg T. Peng SSL 17 12 0 14 Mar 2022
Quasi-Balanced Self-Training on Noise-Aware Synthesis of Object Point Clouds for Closing Domain Gap Y. Chen Zihao Wang Longkun Zou Ke Chen Kui Jia 3DPC 24 9 0 08 Mar 2022
Debiased Learning from Naturally Imbalanced Pseudo-Labels Xudong Wang Zhi-Li Wu Long Lian Stella X. Yu 36 92 0 05 Jan 2022
Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images Shiran Zada Itay Benou Michal Irani 29 25 0 16 Dec 2021
Revisiting Consistency Regularization for Semi-Supervised Learning Yue Fan Anna Kukleva Bernt Schiele 18 58 0 10 Dec 2021
CoSSL: Co-Learning of Representation and Classifier for Imbalanced Semi-Supervised Learning Yue Fan Dengxin Dai Anna Kukleva Bernt Schiele 16 43 0 08 Dec 2021
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 36 450 0 29 Nov 2021
ABC: Auxiliary Balanced Classifier for Class-imbalanced Semi-supervised Learning Hyuck Lee Seungjae Shin Heeyoung Kim CLL 24 90 0 20 Oct 2021
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning Hanzhe Hu Fangyun Wei Han Hu Qiwei Ye J. Cui Liwei Wang 25 153 0 11 Oct 2021
Deep Long-Tailed Learning: A Survey Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 18 558 0 09 Oct 2021
Learning from Crowds with Sparse and Imbalanced Annotations Ye Shi Shao-Yuan Li Sheng-Jun Huang 24 5 0 11 Jul 2021
Semi-Supervised Object Detection with Adaptive Class-Rebalancing Self-Training Fangyuan Zhang Tianxiang Pan Bin Wang 31 54 0 11 Jul 2021
Structured Sparse R-CNN for Direct Scene Graph Generation Yao Teng Limin Wang 3DPC GNN 26 53 0 21 Jun 2021
DASO: Distribution-Aware Semantics-Oriented Pseudo-label for Imbalanced Semi-Supervised Learning Youngtaek Oh Dong-Jin Kim In So Kweon 36 62 0 10 Jun 2021
Rethinking Re-Sampling in Imbalanced Semi-Supervised Learning Ju He Adam Kortylewski Shaokang Yang Shuai Liu Cheng Yang Changhu Wang Alan Yuille 6 24 0 01 Jun 2021
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object Detection Cheng Zhang Tai-Yu Pan Yandong Li Hexiang Hu D. Xuan Soravit Changpinyo Boqing Gong Wei-Lun Chao ObjD VLM 74 39 0 17 Feb 2021
SemiNLL: A Framework of Noisy-Label Learning by Semi-Supervised Learning Zhuowei Wang Jing Jiang Bo Han Lei Feng Bo An Gang Niu Guodong Long NoLa 33 17 0 02 Dec 2020
Equalization Loss for Long-Tailed Object Recognition Jingru Tan Changbao Wang Buyu Li Quanquan Li Wanli Ouyang Changqing Yin Junjie Yan 260 457 0 11 Mar 2020
BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition Boyan Zhou Quan Cui Xiu-Shen Wei Zhao-Min Chen 253 782 0 05 Dec 2019