Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels

20 May 2018

Papers citing "Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels"

50 / 329 papers shown

Title
Feature-Augmented Deep Networks for Multiscale Building Segmentation in High-Resolution UAV and Satellite Imagery Chintan B. Maniyar Minakshi Kumar Gengchen Mai 51 0 0 08 May 2025
Fine Grain Classification: Connecting Meta using Cross-Contrastive pre-training Sumit Mamtani Yash Thesia 26 0 0 29 Apr 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 179 0 0 24 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 40 6 0 03 Apr 2025
Geometric Median Matching for Robust k-Subset Selection from Noisy Data Anish Acharya Sujay Sanghavi Alexandros G. Dimakis Inderjit S Dhillon AAML 62 0 0 01 Apr 2025
CQ-DINO: Mitigating Gradient Dilution via Category Queries for Vast Vocabulary Object Detection Zhichao Sun Huazhang Hu Yidong Ma Gang Liu Nemo Chen Xu Tang Yao Hu Yongchao Xu ObjD 47 0 0 24 Mar 2025
LLM-Match: An Open-Sourced Patient Matching Model Based on Large Language Models and Retrieval-Augmented Generation Xuzhao Li Shaika Chowdhury Chung Il Wi Maria Vassilaki Ken Liu ... Owen Garrick Young J Juhn James R Cerhan Cui Tao Nansu Zong LM&MA 56 0 0 17 Mar 2025
A Real-time Multimodal Transformer Neural Network-powered Wildfire Forecasting System Qijun Chen Shaofan Li 51 0 0 07 Mar 2025
Sample Selection via Contrastive Fragmentation for Noisy Label Regression C. Kim Sangwoo Moon Jihwan Moon Dongyeon Woo Gunhee Kim NoLa 57 0 0 25 Feb 2025
FitLight: Federated Imitation Learning for Plug-and-Play Autonomous Traffic Signal Control Yutong Ye Yingbo Zhou Zhusen Liu Xiao Du Hao Zhou Xiang Lian Mingsong Chen 65 0 0 17 Feb 2025
LLM-Powered Preference Elicitation in Combinatorial Assignment Ermis Soumalias Yanchen Jiang Kehang Zhu Michael J. Curry Sven Seuken David C. Parkes 56 0 0 14 Feb 2025
Geometric Median (GM) Matching for Robust Data Pruning Anish Acharya Inderjit S Dhillon Sujay Sanghavi AAML 59 0 0 20 Jan 2025
EmoNeXt: an Adapted ConvNeXt for Facial Emotion Recognition Yassine El Boudouri Amine Bohi 73 15 0 14 Jan 2025
Imbalanced Medical Image Segmentation with Pixel-dependent Noisy Labels Erjian Guo Zicheng Wang Zhen Zhao Luping Zhou NoLa 61 0 0 12 Jan 2025
Knowledge Distillation with Adapted Weight Sirong Wu Xi Luo Junjie Liu Yuhui Deng 40 0 0 06 Jan 2025
An Inclusive Theoretical Framework of Robust Supervised Contrastive Loss against Label Noise Jingyi Cui Yi-Ge Zhang Hengyu Liu Yisen Wang NoLa 48 0 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 204 0 0 18 Dec 2024
Adapter-Enhanced Semantic Prompting for Continual Learning Baocai Yin Ji Zhao Huajie Jiang Ningning Hou Yongli Hu Amin Beheshti Ming-Hsuan Yang Yuankai Qi CLL VLM 102 0 0 15 Dec 2024
Integrating Dual Prototypes for Task-Wise Adaption in Pre-Trained Model-Based Class-Incremental Learning Zhiming Xu Steve Yang Baile Xu Jian Zhao Furao Shen CLL 81 0 0 26 Nov 2024
Three Cars Approaching within 100m! Enhancing Distant Geometry by Tri-Axis Voxel Scanning for Camera-based Semantic Scene Completion Jongseong Bae Junwoo Ha Ha Young Kim 84 0 0 25 Nov 2024
On the Vulnerability of Text Sanitization Meng Tong Kejiang Chen Xiaojian Yuang Xiaozhong Liu Wenbo Zhang Nenghai Yu Jie Zhang 52 0 0 22 Oct 2024
OccRWKV: Rethinking Efficient 3D Semantic Occupancy Prediction with Linear Complexity Junming Wang Wei Yin Xiaoxiao Long Xingyu Zhang Zebin Xing Xiaoyang Guo Qian Zhang 3DPC 49 3 0 30 Sep 2024
Frequency-Guided Masking for Enhanced Vision Self-Supervised Learning Amin Karimi Monsefi Mengxi Zhou Nastaran Karimi Monsefi Ser-Nam Lim Wei-Lun Chao R. Ramnath 46 1 0 16 Sep 2024
UnLearning from Experience to Avoid Spurious Correlations Jeff Mitchell Jesús Martínez del Rincón Niall McLaughlin 36 0 0 04 Sep 2024
An Embedding is Worth a Thousand Noisy Labels Francesco Di Salvo Sebastian Doerrich Ines Rieger Christian Ledig NoLa 73 0 0 26 Aug 2024
Meta-Learning Guided Label Noise Distillation for Robust Signal Modulation Classification Xiaoyang Hao Zhixi Feng Tongqing Peng Shuyuan Yang NoLa 40 5 0 09 Aug 2024
Defending Code Language Models against Backdoor Attacks with Deceptive Cross-Entropy Loss Guang Yang Yu Zhou Xiang Chen Xiangyu Zhang Terry Yue Zhuo David Lo Taolue Chen AAML 57 4 0 12 Jul 2024
Solving Token Gradient Conflict in Mixture-of-Experts for Large Vision-Language Model Longrong Yang Dong Shen Chaoxiang Cai Fan Yang Size Li Di Zhang Xi Li MoE 56 2 0 28 Jun 2024
Retraining with Predicted Hard Labels Provably Increases Model Accuracy Rudrajit Das Inderjit S Dhillon Alessandro Epasto Adel Javanmard Jieming Mao Vahab Mirrokni Sujay Sanghavi Peilin Zhong 52 1 0 17 Jun 2024
Data Quality in Edge Machine Learning: A State-of-the-Art Survey M. D. Belgoumri Mohamed Reda Bouadjenek Sunil Aryal Hakim Hacid 41 1 0 01 Jun 2024
Federated Model Heterogeneous Matryoshka Representation Learning Liping Yi Han Yu Chao Ren Gang Wang Xiaoguang Liu Xiaoxiao Li FedML 45 8 0 01 Jun 2024
Relation Modeling and Distillation for Learning with Noisy Labels Xiaming Chen Junlin Zhang Zhuang Qi Xin Qi NoLa 32 0 0 30 May 2024
Rejection via Learning Density Ratios Alexander Soen Hisham Husain Philip Schulz Vu-Linh Nguyen 58 2 0 29 May 2024
AdaFisher: Adaptive Second Order Optimization via Fisher Information Damien Martins Gomes Yanlei Zhang Eugene Belilovsky Guy Wolf Mahdi S. Hosseini ODL 76 2 0 26 May 2024
Paths of A Million People: Extracting Life Trajectories from Wikipedia Ying Zhang Xiaofeng Li Zhaoyang Liu Haipeng Zhang 26 0 0 25 May 2024
Effective and Robust Adversarial Training against Data and Label Corruptions Pengfei Zhang Zi Huang Xin-Shun Xu Guangdong Bai 51 4 0 07 May 2024
Why is SAM Robust to Label Noise? Christina Baek Zico Kolter Aditi Raghunathan NoLa AAML 43 9 0 06 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 32 0 0 06 May 2024
Beyond MOS: Subjective Image Quality Score Preprocessing Method Based on Perceptual Similarity Lei Wang Desen Yuan 49 2 0 30 Apr 2024
Enhancing Intrinsic Features for Debiasing via Investigating Class-Discerning Common Attributes in Bias-Contrastive Pair Jeonghoon Park Chaeyeon Chung Juyoung Lee Jaegul Choo 40 2 0 30 Apr 2024
GluMarker: A Novel Predictive Modeling of Glycemic Control Through Digital Biomarkers Ziyi Zhou Ming Cheng Xingjian Diao Yanjun Cui Xiangling Li 26 2 0 19 Apr 2024
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation Zhenxi Zhang Heng Zhou Xiaoran Shi Ran Ran Chunna Tian Feng Zhou 26 7 0 10 Apr 2024
Top- $k$ Classification and Cardinality-Aware Prediction Anqi Mao M. Mohri Yutao Zhong 36 7 0 28 Mar 2024
ELLEN: Extremely Lightly Supervised Learning For Efficient Named Entity Recognition Haris Riaz Razvan-Gabriel Dumitru Mihai Surdeanu MU 37 0 0 26 Mar 2024
CurbNet: Curb Detection Framework Based on LiDAR Point Cloud Segmentation Guoyang Zhao Fulong Ma Weiqing Qi Yuxuan Liu Ming-Yu Liu Jun Ma 46 5 0 25 Mar 2024
Camera-aware Label Refinement for Unsupervised Person Re-identification Pengna Li Kangyi Wu Wenli Huang Sanping Zhou Jinjun Wang 44 0 0 25 Mar 2024
MARVIS: Motion & Geometry Aware Real and Virtual Image Segmentation Jiayi Wu Xiao-sheng Lin S. Negahdaripour Cornelia Fermuller Yiannis Aloimonos 48 3 0 14 Mar 2024
A Bayesian Approach to OOD Robustness in Image Classification Prakhar Kaushik Adam Kortylewski Alan L. Yuille 26 1 0 12 Mar 2024
On the use of Silver Standard Data for Zero-shot Classification Tasks in Information Extraction Jianwei Wang Tianyin Wang Ziqian Zeng 56 1 0 28 Feb 2024
Adaptive Hypergraph Network for Trust Prediction Rongwei Xu Guanfeng Liu Yan Wang Xuyun Zhang Kai Zheng Xiaofang Zhou 21 0 0 07 Feb 2024