Normalized Loss Functions for Deep Learning with Noisy Labels

24 June 2020

Papers citing "Normalized Loss Functions for Deep Learning with Noisy Labels"

50 / 220 papers shown

Title
Integrating SAM Supervision for 3D Weakly Supervised Point Cloud Segmentation Lechun You Zhonghua Wu Weide Liu Xulei Yang Jun Cheng Wei Zhou B. Veeravalli Guosheng Lin 3DPC 20 0 0 27 Aug 2025
Combating Noisy Labels via Dynamic Connection Masking Xinlei Zhang Fan Liu Chuanyi Zhang Fan Cheng Yuhui Zheng NoLa 42 0 0 13 Aug 2025
Learning to Forget with Information Divergence Reweighted Objectives for Noisy Labels Jeremiah Birrell Reza Ebrahimi NoLa 40 0 0 08 Aug 2025
$ε$ -Softmax: Approximating One-Hot Vectors for Mitigating Label Noise Jialiang Wang Xiong Zhou Deming Zhai Junjun Jiang Xiangyang Ji Xianming Liu NoLa 46 4 0 04 Aug 2025
RoNFA: Robust Neural Field-based Approach for Few-Shot Image Classification with Noisy Labels Nan Xiang Lifeng Xing Dequan Jin NoLa 77 0 0 03 Jun 2025
Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time Adaptation Hong-Hanh Nguyen-Le Van-Tuan Tran Dinh-Thuc Nguyen Nhien-An Le-Khac AAML TTA 223 0 0 24 May 2025
MoMBS: Mixed-order minibatch sampling enhances model training from diverse-quality images Han Li Hu Han S.Kevin Zhou 123 0 0 24 May 2025
Why Can Accurate Models Be Learned from Inaccurate Annotations? Chongjie Si Yidan Cui Fuchao Yang Xiaokang Yang Wei Shen 94 0 0 22 May 2025
Mitigating Spurious Correlations with Causal Logit Perturbation Xiaoling Zhou Wei Ye Rui Xie Shikun Zhang CML 137 0 0 21 May 2025
Enhanced Sample Selection with Confidence Tracking: Identifying Correctly Labeled yet Hard-to-Learn Samples in Noisy Data Weiran Pan Wei Wei Feida Zhu Yong Deng NoLa 740 1 0 24 Apr 2025
Robust Classification with Noisy Labels Based on Posterior Maximization Nicola Novello Andrea M. Tonello NoLa 133 1 0 09 Apr 2025
Hide and Seek in Noise Labels: Noise-Robust Collaborative Active Learning with LLM-Powered Assistance Bo Yuan Yulin Chen Yin Zhang Wei Jiang NoLa 168 12 0 03 Apr 2025
Set a Thief to Catch a Thief: Combating Label Noise through Noisy Meta Learning Hanxuan Wang Na Lu Xueying Zhao Yuxuan Yan Kaipeng Ma Kwoh Chee Keong Gustavo Carneiro NoLa 165 1 0 22 Feb 2025
An Inclusive Theoretical Framework of Robust Supervised Contrastive Loss against Label Noise Jingyi Cui Yi-Ge Zhang Hengyu Liu Yisen Wang NoLa 127 2 0 03 Jan 2025
Learning Causal Transition Matrix for Instance-dependent Label Noise Jiahui Li Tai-wei Chang Kun Kuang Ximing Li Long Chen Zhiqiang Zhang NoLa CML 711 1 0 18 Dec 2024
Combating Semantic Contamination in Learning with Label Noise Wenxiao Fan Kan Li NoLa 687 0 0 16 Dec 2024
Optimized Gradient Clipping for Noisy Label Learning Xichen Ye Yifan Wu Weizhong Zhang Xiaoqiang Li Yifan Chen Cheng Jin NoLa 255 2 0 12 Dec 2024
Robust Testing for Deep Learning using Human Label Noise Gordon Lim Stefan Larson Kevin Leach NoLa 151 0 0 29 Nov 2024
Adaptive Deviation Learning for Visual Anomaly Detection with Data Contamination Anindya Sundar Das Guansong Pang M. Bhuyan 105 1 0 14 Nov 2024
A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective Yeonsung Jung Jaeyun Song J. Yang Jin-Hwa Kim Sung-Yub Kim Eunho Yang 210 2 0 01 Nov 2024
Self-Relaxed Joint Training: Sample Selection for Severity Estimation with Ordinal Noisy Labels Shumpei Takezaki Kiyohito Tanaka S. Uchida NoLa 89 0 0 29 Oct 2024
Informed Deep Abstaining Classifier: Investigating noise-robust training for diagnostic decision support systems H. Schneider Sebastian Nowak Aditya Parikh Yannik C. Layer Maike Theis Wolfgang Block Alois M. Sprinkart U. Attenberger R. Sifa NoLa 79 0 0 28 Oct 2024
Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness Qi Zhang Yifei Wang Jingyi Cui Xiang Pan Qi Lei Stefanie Jegelka Yisen Wang AAML 164 2 0 27 Oct 2024
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction Steven Rogulsky Nicholas Popovic Michael Färber HILM 91 3 0 10 Oct 2024
Implicit to Explicit Entropy Regularization: Benchmarking ViT Fine-tuning under Noisy Labels Maria Marrium Arif Mahmood Mohammed Bennamoun NoLa AAML 137 0 0 05 Oct 2024
Granular-ball Representation Learning for Deep CNN on Learning with Label Noise Dawei Dai Hao Zhu Shuyin Xia Guoyin Wang SSL 101 1 0 05 Sep 2024
Theoretical Proportion Label Perturbation for Learning from Label Proportions in Large Bags Shunsuke Kubo Shinnosuke Matsuo D. Suehiro Kazuhiro Terada Hiroaki Ito Akihiko Yoshizawa Ryoma Bise 208 1 0 26 Aug 2024
An Embedding is Worth a Thousand Noisy Labels Francesco Di Salvo Sebastian Doerrich Ines Rieger Christian Ledig NoLa 207 1 0 26 Aug 2024
CLIPCleaner: Cleaning Noisy Labels with CLIP Chen Feng Georgios Tzimiropoulos Ioannis Patras VLM 186 8 0 19 Aug 2024
Learning with Instance-Dependent Noisy Labels by Anchor Hallucination and Hard Sample Label Correction Po-Hsuan Huang Chia-Ching Lin Chih-Fan Hsu Ming-Ching Chang Wei-Chao Chen NoLa 108 0 0 10 Jul 2024
NoisyAG-News: A Benchmark for Addressing Instance-Dependent Noise in Text Classification Hongfei Huang Tingting Liang Xixi Sun Zikang Jin Yuyu Yin NoLa 94 1 0 09 Jul 2024
Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models Xu Han Linghao Jin Xuezhe Ma Xiaofeng Liu AAML 129 5 0 02 Jul 2024
Learning with Noisy Ground Truth: From 2D Classification to 3D Reconstruction Yangdi Lu Wenbo He 3DV 100 0 0 23 Jun 2024
Mitigating Noisy Supervision Using Synthetic Samples with Soft Labels Yangdi Lu Wenbo He NoLa 108 1 0 22 Jun 2024
Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation Dong Zhao Shuang Wang Qi Zang Licheng Jiao N. Sebe Zhun Zhong 140 5 0 10 Jun 2024
NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise Zhonghao Wang Danyu Sun Sheng Zhou Haobo Wang Jiapei Fan Longtao Huang Jiajun Bu NoLa 119 7 0 06 Jun 2024
Slight Corruption in Pre-training Data Makes Better Diffusion Models Hao Chen Yujin Han Diganta Misra Xiang Li Kai Hu Difan Zou Masashi Sugiyama Yongfeng Zhang Bhiksha Raj DiffM 154 8 0 30 May 2024
A Theoretical Understanding of Self-Correction through In-context Alignment Yifei Wang Yuyang Wu Zeming Wei Stefanie Jegelka Yisen Wang LRM 146 38 0 28 May 2024
On the Noise Robustness of In-Context Learning for Text Generation Hongfu Gao Feipeng Zhang Wenyu Jiang Jun Shu Feng Zheng Jianguo Huang 165 6 0 27 May 2024
Jump-teaching: Ultra Efficient and Robust Learning with Noisy Label Kangye Ji Fei Cheng Zeqing Wang Bohu Huang NoLa 126 0 0 27 May 2024
Symmetric Reinforcement Learning Loss for Robust Learning on Diverse Tasks and Model Scales Ju-Seung Byun Andrew Perrault 84 1 0 27 May 2024
Can We Treat Noisy Labels as Accurate? Yuxiang Zheng Zhongyi Han Yilong Yin Xin Gao Tongliang Liu 84 1 0 21 May 2024
Boosting Single Positive Multi-label Classification with Generalized Robust Loss Yanxi Chen Chunxiao Li Xinyang Dai Jinhuan Li Weiyu Sun Yiming Wang Renyuan Zhang Tinghe Zhang Bo Wang 95 5 0 06 May 2024
Robust Semi-supervised Learning via $f$ -Divergence and $α$ -Rényi Divergence Gholamali Aminian Amirhossien Bagheri Mahyar JafariNodeh Radmehr Karimian Mohammad Hossein Yassaee 77 2 0 01 May 2024
Boosting Model Resilience via Implicit Adversarial Data Augmentation Xiaoling Zhou Wei Ye Zhemg Lee Rui Xie Shi-Bo Zhang 136 4 0 25 Apr 2024
Uncertainty-guided Open-Set Source-Free Unsupervised Domain Adaptation with Target-private Class Segregation Mattia Litrico Davide Talon Sebastiano Battiato Alessio Del Bue M. Giuffrida Pietro Morerio UQCV 101 0 0 16 Apr 2024
Application of Deep Learning Methods to Processing of Noisy Medical Video Data Danil Afonchikov E. Kornaeva Irina Makovik Alexey Kornaev 78 0 0 16 Apr 2024
Contrastive-Based Deep Embeddings for Label Noise-Resilient Histopathology Image Classification Lucas Dedieu Nicolas Nerrienet A. Nivaggioli Clara Simmat Marceau Clavel Arnaud Gauthier Stéphane Sockeel Rémy Peyret NoLa 99 2 0 11 Apr 2024
Coordinated Sparse Recovery of Label Noise Yukun Yang Naihao Wang Haixin Yang Ruirui Li NoLa 127 0 0 07 Apr 2024
Noisy Label Processing for Classification: A Survey Mengting Li Chuang Zhu NoLa 126 2 0 05 Apr 2024