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Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets

European Conference on Computer Vision (ECCV), 2020

19 July 2020

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Papers citing "Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets"

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Title
Rethinking Class Imbalance in Machine Learning Ou Wu 149 11 0 06 May 2023
Learning in Imperfect Environment: Multi-Label Classification with Long-Tailed Distribution and Partial LabelsIEEE International Conference on Computer Vision (ICCV), 2023 Wenqiao Zhang Changshuo Liu Lingze Zeng Beng Chin Ooi Siliang Tang Yueting Zhuang 94 21 0 20 Apr 2023
SemiMemes: A Semi-supervised Learning Approach for Multimodal Memes AnalysisInternational Conference on Computational Collective Intelligence (ICCCI), 2023 Pham Thai Hoang Tung Nguyen Tan Viet Ngo Tien Anh P. D. Hung 105 5 0 31 Mar 2023
Knowledge Distillation from Single to Multi Labels: an Empirical Study Youcai Zhang Yuzhuo Qin Heng-Ye Liu Yanhao Zhang Yaqian Li X. Gu VLM 120 2 0 15 Mar 2023
Long-tailed Classification from a Bayesian-decision-theory Perspective Bolian Li Ruqi Zhang 160 1 0 10 Mar 2023
Pushing One Pair of Labels Apart Each Time in Multi-Label Learning: From Single Positive to Full LabelsScience China Information Sciences (Sci China Inf Sci), 2023 Xiang Li Xinrui Wang Songcan Chen 110 0 0 28 Feb 2023
FLAG: Fast Label-Adaptive Aggregation for Multi-label Classification in Federated Learning Shih-Fang Chang Benny Wei-Yun Hsu Tien-Yu Chang Vincent S. Tseng 106 3 0 27 Feb 2023
Knowledge Restore and Transfer for Multi-label Class-Incremental LearningIEEE International Conference on Computer Vision (ICCV), 2023 Songlin Dong Haoyu Luo Yuhang He Xing Wei Yihong Gong KELM CLL 203 10 0 26 Feb 2023
Large-scale investigation of weakly-supervised deep learning for the fine-grained semantic indexing of biomedical literatureJournal of Biomedical Informatics (JBI), 2023 A. Nentidis T. Chatzopoulos Anastasia Krithara Grigorios Tsoumakas George Giannakopoulos 99 3 0 23 Jan 2023
Bridging Images and Videos: A Simple Learning Framework for Large Vocabulary Video Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Sanghyun Woo Kwanyong Park Seoung Wug Oh In So Kweon Joon-Young Lee VLM VOS 122 7 0 20 Dec 2022
EM-Paste: EM-guided Cut-Paste with DALL-E Augmentation for Image-level Weakly Supervised Instance Segmentation Yunhao Ge Lyne Tchapmi Brian Nlong Zhao Laurent Itti Vibhav Vineet DiffM 127 5 0 15 Dec 2022
Learning Imbalanced Data with Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2022 Zhengzhuo Xu R. Liu Shuo Yang Runnan Li Chun Yuan 161 60 0 05 Dec 2022
A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language ProcessingConference of the European Chapter of the Association for Computational Linguistics (EACL), 2022 Sophie Henning William H. Beluch Kangyang Luo Annemarie Friedrich 92 31 0 10 Oct 2022
MultiGuard: Provably Robust Multi-label Classification against Adversarial ExamplesNeural Information Processing Systems (NeurIPS), 2022 Jinyuan Jia Wenjie Qu Neil Zhenqiang Gong OOD 111 19 0 03 Oct 2022
Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning Yanyan Liang Wu-Jun Li CLL 123 10 0 23 Sep 2022
Class-Level Logit PerturbationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Mengyang Li Fengguang Su O. Wu Tianjin University AAML 211 5 0 13 Sep 2022
Learning to diagnose common thorax diseases on chest radiographs from radiology reports in VietnamesePLoS ONE (PLoS ONE), 2022 Thao T. B. Nguyen T. M. Vo Thang V. Nguyen Hieu H. Pham H. Nguyen 98 6 0 11 Sep 2022
Self-Supervised Pyramid Representation Learning for Multi-Label Visual Analysis and BeyondIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Cheng-Yen Hsieh Chih-Jung Chang Fu-En Yang Yu-Chiang Frank Wang SSL 143 9 0 30 Aug 2022
Open Long-Tailed Recognition in a Dynamic WorldIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Ziwei Liu Zhongqi Miao Xiaohang Zhan Jiayun Wang Boqing Gong Stella X. Yu VLM 128 33 0 17 Aug 2022
HiCu: Leveraging Hierarchy for Curriculum Learning in Automated ICD CodingMachine Learning in Health Care (MLHC), 2022 Weiming Ren Ruijing Zeng Tong Wu Tianshu Zhu Rahul G. Krishnan 438 7 0 03 Aug 2022
A Deep Model for Partial Multi-Label Image Classification with Curriculum Based DisambiguationMachine Intelligence Research (MIR), 2022 Feng Sun Ming-Kun Xie Sheng-Jun Huang 90 9 0 06 Jul 2022
Chairs Can be Stood on: Overcoming Object Bias in Human-Object Interaction DetectionEuropean Conference on Computer Vision (ECCV), 2022 Guangzhi Wang Yangyang Guo Yongkang Wong Mohan S. Kankanhalli 172 13 0 06 Jul 2022
Towards Federated Long-Tailed Learning Zihan Chen Songshan Liu Hualiang Wang Howard H. Yang Tony Q.S. Quek Zuozhu Liu FedML 103 12 0 30 Jun 2022
Large Loss Matters in Weakly Supervised Multi-Label ClassificationComputer Vision and Pattern Recognition (CVPR), 2022 Youngwook Kim Jae Myung Kim Zeynep Akata Jungwook Lee NoLa 124 69 0 08 Jun 2022
Long-tailed Recognition by Learning from Latent Categories Weide Liu Zhonghua Wu Yiming Wang Henghui Ding Fayao Liu Jie Lin Guosheng Lin 273 5 0 02 Jun 2022
A Survey on Long-Tailed Visual RecognitionInternational Journal of Computer Vision (IJCV), 2022 Lu Yang He Jiang Q. Song Jun Guo 168 154 0 27 May 2022
Boosting Multi-Label Image Classification with Complementary Parallel Self-DistillationInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Jiazhi Xu Sheng Huang Fengtao Zhou Luwen Huangfu D. Zeng Bo Liu 91 14 0 23 May 2022
None Class Ranking Loss for Document-Level Relation ExtractionInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Yang Zhou W. Lee 156 18 0 01 May 2022
ELM: Embedding and Logit Margins for Long-Tail Learning Wittawat Jitkrittum A. Menon A. S. Rawat Surinder Kumar 127 13 0 27 Apr 2022
On Distinctive Image Captioning via Comparing and ReweightingIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Jiuniu Wang Wenjia Xu Qingzhong Wang Antoni B. Chan 141 23 0 08 Apr 2022
Facial Action Unit Recognition With Multi-models Ensembling Wenqiang Jiang Yannan Wu Fengsheng Qiao Liyu Meng Yuanyuan Deng Chuanhe Liu CVBM 109 17 0 24 Mar 2022
RankSeg: Adaptive Pixel Classification with Image Category Ranking for SegmentationEuropean Conference on Computer Vision (ECCV), 2022 Hao He Yuhui Yuan Xiangyu Yue Han Hu VOS VLM 164 15 0 08 Mar 2022
Long-Tailed Classification with Gradual Balanced Loss and Adaptive Feature Generation Zihan Zhang Xiang Xiang VLM 143 2 0 28 Feb 2022
Relieving Long-tailed Instance Segmentation via Pairwise Class BalanceComputer Vision and Pattern Recognition (CVPR), 2022 Yin-Yin He Peizhen Zhang Xiu-Shen Wei Xinming Zhang Jian Sun ISeg 220 30 0 08 Jan 2022
ML-Decoder: Scalable and Versatile Classification Head T. Ridnik Gilad Sharir Avi Ben-Cohen Emanuel Ben-Baruch Asaf Noy VLM 182 127 0 25 Nov 2021
Trustworthy Long-Tailed Classification Bolian Li Zongbo Han Haining Li Huazhu Fu Changqing Zhang EDL 100 85 0 17 Nov 2021
Hierarchical Knowledge Guided Learning for Real-world Retinal Diseases Recognition Lie Ju Zhen Yu Lin Wang Xin Zhao Xin Wang Paul Bonnington Z. Ge 111 20 0 17 Nov 2021
GraSSNet: Graph Soft Sensing Neural Networks Yu Huang Chao Zhang Jaswanth K. Yella Sergei Petrov Xiaoye Qian Yufei Tang Xingquan Zhu Sthitie Bom 110 22 0 12 Nov 2021
Multi-label Classification with Partial Annotations using Class-aware Selective LossComputer Vision and Pattern Recognition (CVPR), 2021 Emanuel Ben-Baruch T. Ridnik Itamar Friedman Avi Ben-Cohen Nadav Zamir Asaf Noy Lihi Zelnik-Manor 126 48 0 21 Oct 2021
NoisyActions2M: A Multimedia Dataset for Video Understanding from Noisy Labels Mohit Sharma Rajkumar Patra Harshali Desai Shruti Vyas Yogesh S Rawat R. Shah VGen NoLa 152 4 0 13 Oct 2021
Deep Long-Tailed Learning: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Yifan Zhang Bingyi Kang Bryan Hooi Shuicheng Yan Jiashi Feng VLM 215 706 0 09 Oct 2021
MovieCuts: A New Dataset and Benchmark for Cut Type Recognition Alejandro Pardo Fabian Caba Heilbron Juan Carlos León Alcázar Ali K. Thabet Guohao Li VGen 232 32 0 12 Sep 2021
Balancing Methods for Multi-label Text Classification with Long-Tailed Class DistributionConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Yi Huang Buse Giledereli Abdullatif Köksal Arzucan Özgür Elif Özkirimli VLM 173 88 0 10 Sep 2021
Calibrating Class Activation Maps for Long-Tailed Visual Recognition Fangqiu Yi Guosheng Lin Lvlong Lai Henghui Ding Qingyao Wu 105 1 0 29 Aug 2021
Robust Long-Tailed Learning under Label Noise Tong Wei Jiang-Xin Shi Wei-Wei Tu Yu-Feng Li NoLa 121 57 0 26 Aug 2021
Learning to Automatically Diagnose Multiple Diseases in Pediatric Chest Radiographs Using Deep Convolutional Neural Networks Thanh-Truong Tran H. Pham T. Nguyen T. Le H. T. Nguyen H. Q. Nguyen 92 13 0 14 Aug 2021
On the combined effect of class imbalance and concept complexity in deep learning Kushankur Ghosh C. Bellinger Roberto Corizzo Bartosz Krawczyk Nathalie Japkowicz 85 12 0 29 Jul 2021
Query2Label: A Simple Transformer Way to Multi-Label Classification Shilong Liu Lei Zhang Xiao Yang Hang Su Jun Zhu 137 224 0 22 Jul 2021
Training Over-parameterized Models with Non-decomposable ObjectivesNeural Information Processing Systems (NeurIPS), 2021 Harikrishna Narasimhan A. Menon 112 13 0 09 Jul 2021
Investigate the Essence of Long-Tailed Recognition from a Unified Perspective Lei Liu Li Liu 87 0 0 08 Jul 2021