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"

50 / 143 papers shown

Title
ImbaGCD: Imbalanced Generalized Category Discovery Ziyun Li Ben Dai Furkan Simsek Christoph Meinel Haojin Yang 39 2 0 04 Dec 2023
UCE-FID: Using Large Unlabeled, Medium Crowdsourced-Labeled, and Small Expert-Labeled Tweets for Foodborne Illness Detection Ruofan Hu Dongyu Zhang Dandan Tao Huayi Zhang Hao Feng Elke A. Rundensteiner FedML 34 4 0 02 Dec 2023
SPOT: Self-Training with Patch-Order Permutation for Object-Centric Learning with Autoregressive Transformers Ioannis Kakogeorgiou Spyros Gidaris Konstantinos Karantzalos N. Komodakis ViT OCL 15 12 0 01 Dec 2023
Learning Part Segmentation from Synthetic Animals Jiawei Peng Ju He Prakhar Kaushik Zihao Xiao Jiteng Mu Alan L. Yuille 20 1 0 30 Nov 2023
Meta Co-Training: Two Views are Better than One Jay C. Rothenberger Dimitrios I. Diochnos VLM 37 2 0 29 Nov 2023
Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition Haocheng Luo Wei Tan Ngoc Dang Nguyen Lan Du 22 2 0 02 Nov 2023
InstanT: Semi-supervised Learning with Instance-dependent Thresholds Muyang Li Runze Wu Haoyu Liu Jun-chen Yu Xun Yang Bo Han Tongliang Liu 29 17 0 29 Oct 2023
DualMatch: Robust Semi-Supervised Learning with Dual-Level Interaction Cong Wang Xiaofeng Cao Lanzhe Guo Zenglin Shi 16 2 0 25 Oct 2023
SequenceMatch: Revisiting the design of weak-strong augmentations for Semi-supervised learning Khanh-Binh Nguyen 18 3 0 24 Oct 2023
Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector Khanh-Binh Nguyen 27 2 0 24 Oct 2023
Towards Generic Semi-Supervised Framework for Volumetric Medical Image Segmentation Haonan Wang Xiaomeng Li 35 29 0 17 Oct 2023
Semi-Supervised Crowd Counting with Contextual Modeling: Facilitating Holistic Understanding of Crowd Scenes Yifei Qian Xiaopeng Hong Zhongliang Guo Ognjen Arandjelović Carl R. Donovan 35 8 0 16 Oct 2023
Towards Distribution-Agnostic Generalized Category Discovery Jianhong Bai Zuo-Qiang Liu Hualiang Wang Ruizhe Chen Lianrui Mu Xiaomeng Li Qiufeng Wang Yang Feng Jian Wu Haoji Hu 44 9 0 02 Oct 2023
Few-shot Object Detection in Remote Sensing: Lifting the Curse of Incompletely Annotated Novel Objects Fahong Zhang Yilei Shi Zhitong Xiong Xiaoxiang Zhu ObjD 16 19 0 19 Sep 2023
Learning Objective-Specific Active Learning Strategies with Attentive Neural Processes Tim Bakker H. V. Hoof Max Welling 35 2 0 11 Sep 2023
Frequency-Aware Self-Supervised Long-Tailed Learning Ci-Siang Lin Min-Hung Chen Y. Wang 20 3 0 09 Sep 2023
Towards Semi-supervised Learning with Non-random Missing Labels Yue Duan Zhen Zhao Lei Qi Luping Zhou Lei Wang Yinghuan Shi 29 9 0 17 Aug 2023
Boosting Semi-Supervised Learning by bridging high and low-confidence predictions Khanh-Binh Nguyen Joon-Sung Yang 24 7 0 15 Aug 2023
Ensemble Modeling for Multimodal Visual Action Recognition Jyoti Kini Sarah Fleischer I. Dave M. Shah 28 1 0 10 Aug 2023
Class-Specific Distribution Alignment for Semi-Supervised Medical Image Classification Zhongzheng Huang Jiawei Wu Tao Wang Zuoyong Li Anastasia Ioannou OOD 42 5 0 29 Jul 2023
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment Tao Wang Zhongzheng Huang Jiawei Wu Yuanzheng Cai Zuoyong Li OOD 22 4 0 24 Jul 2023
DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation Hong Wang Xiaomeng Li 38 33 0 22 Jul 2023
Space Engage: Collaborative Space Supervision for Contrastive-based Semi-Supervised Semantic Segmentation Changqi Wang Haoyu Xie Yuhui Yuan Chong Fu Xiangyu Yue VLM 30 9 0 19 Jul 2023
KEST: Kernel Distance Based Efficient Self-Training for Improving Controllable Text Generation Yuxi Feng Xiaoyuan Yi L. Lakshmanan Xing Xie 25 1 0 17 Jun 2023
Class-Adaptive Self-Training for Relation Extraction with Incompletely Annotated Training Data Qingyu Tan Lu Xu Lidong Bing Hwee Tou Ng 18 4 0 16 Jun 2023
Flexible Distribution Alignment: Towards Long-tailed Semi-supervised Learning with Proper Calibration Emanuel Sanchez Aimar Hannah Helgesen Yonghao Xu Marco Kuhlmann M. Felsberg 26 0 0 07 Jun 2023
Perception and Semantic Aware Regularization for Sequential Confidence Calibration Zhenghua Peng Yuanmao Luo Tianshui Chen Keke Xu Shuangping Huang AI4TS 30 2 0 31 May 2023
Semi-Supervised and Long-Tailed Object Detection with CascadeMatch Yuhang Zang Kaiyang Zhou Chen Huang Chen Change Loy 29 13 0 24 May 2023
BMB: Balanced Memory Bank for Imbalanced Semi-supervised Learning Wujian Peng Zejia Weng Hengduo Li Zuxuan Wu 30 0 0 22 May 2023
Semi-Supervised Graph Imbalanced Regression Gang Liu Tong Zhao Eric Inae Te Luo Meng Jiang 24 19 0 20 May 2023
Class-Distribution-Aware Pseudo Labeling for Semi-Supervised Multi-Label Learning Ming-Kun Xie Jianxiong Xiao Hao-Zhe Liu Gang Niu Masashi Sugiyama Sheng-Jun Huang 40 16 0 04 May 2023
Cost-Sensitive Self-Training for Optimizing Non-Decomposable Metrics Harsh Rangwani Shrinivas Ramasubramanian S. Takemori Kato Takashi Yuhei Umeda Venkatesh Babu Radhakrishnan 22 4 0 28 Apr 2023
DQS3D: Densely-matched Quantization-aware Semi-supervised 3D Detection Huanhuan Gao Beiwen Tian Pengfei Li Hao Zhao Guyue Zhou 3DPC MQ 26 15 0 25 Apr 2023
CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery Shaozhe Hao Kai Han Kwan-Yee K. Wong 46 16 0 14 Apr 2023
Decoupling anomaly discrimination and representation learning: self-supervised learning for anomaly detection on attributed graph Yanming Hu Chuan Chen Bowen Deng Yujing Lai Hao Lin Zibin Zheng Jing Bian 27 1 0 11 Apr 2023
SuperDisco: Super-Class Discovery Improves Visual Recognition for the Long-Tail Yingjun Du Jiayi Shen Xiantong Zhen Cees G. M. Snoek 42 12 0 31 Mar 2023
Addressing Class Variable Imbalance in Federated Semi-supervised Learning Zehui Dong Wenjing Liu Siyuan Liu Xingzhi Chen FedML 16 1 0 21 Mar 2023
InPL: Pseudo-labeling the Inliers First for Imbalanced Semi-supervised Learning Z. Yu Yin Li Yong Jae Lee 27 10 0 13 Mar 2023
Self-NeRF: A Self-Training Pipeline for Few-Shot Neural Radiance Fields Jia-Xuan Bai Le-Tong Huang Wenyi Gong Jie Guo Yanwen Guo 34 5 0 10 Mar 2023
Pseudo Labels Regularization for Imbalanced Partial-Label Learning Mingyu Xu Zheng Lian 23 1 0 06 Mar 2023
RoPAWS: Robust Semi-supervised Representation Learning from Uncurated Data Sangwoo Mo Jong-Chyi Su Chih-Yao Ma Mido Assran Ishan Misra Licheng Yu Sean Bell AI4TS 29 13 0 28 Feb 2023
GraphSR: A Data Augmentation Algorithm for Imbalanced Node Classification Mengting Zhou Zhiguo Gong 13 19 0 24 Feb 2023
Are labels informative in semi-supervised learning? -- Estimating and leveraging the missing-data mechanism Aude Sportisse Hugo Schmutz O. Humbert C. Bouveyron Pierre-Alexandre Mattei 36 9 0 15 Feb 2023
RLSbench: Domain Adaptation Under Relaxed Label Shift Saurabh Garg Nick Erickson James Sharpnack Alexander J. Smola Sivaraman Balakrishnan Zachary Chase Lipton VLM 33 31 0 06 Feb 2023
NP-Match: Towards a New Probabilistic Model for Semi-Supervised Learning Jianfeng Wang Xiaolin Hu Thomas Lukasiewicz AAML BDL 30 0 0 31 Jan 2023
SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning Hao Chen R. Tao Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Bhiksha Raj Marios Savvides 22 141 0 26 Jan 2023
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 41 9 0 12 Jan 2023
Land Cover and Land Use Detection using Semi-Supervised Learning Fahmida Tasnim Lisa Md. Zarif Hossain Sharmin Naj Mou Shahriar Ivan M. H. Kabir 23 1 0 21 Dec 2022
Exploiting Completeness and Uncertainty of Pseudo Labels for Weakly Supervised Video Anomaly Detection Chen Zhang Guorong Li Yuankai Qi Shuhui Wang Laiyun Qing Qingming Huang Ming-Hsuan Yang 35 53 0 08 Dec 2022
Learning Imbalanced Data with Vision Transformers Zhengzhuo Xu R. Liu Shuo Yang Zenghao Chai Chun Yuan 37 32 0 05 Dec 2022