Pseudo-Labeling

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19 papers in the last four weeks, up 90% on the four weeks before. 0.2% of all new papers.

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  1. Zero-OVCD: Bridging Training-Free Foundation Models and Pseudo-Label Learning for Open-Vocabulary Change Detection

    Aug 12, 2026Daifeng Peng, Yuanke Peng, Haiyan GuanRemote Sensing Change DetectionPseudo-Labeling

    School of Remote Sensing and Geomatics Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China

  2. GeoDistill-Refine: Silhouette-First Geometry Distillation for Annotation-Free Spacecraft Segmentation

    Aug 7, 2026Yonglong Zhang, Zongwu Xie, Yang LiuImage SegmentationPseudo-Labeling

    School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, China

  3. Topology-Aware Neighborhood Learning for Source-Free Cross-Scene Hyperspectral Image Classification

    Aug 6, 2026Qingmei Li, Juepeng Zheng, Jiarui Zhang +2Source-Free Domain AdaptationDomain Adaptation

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · School of Artificial Intelligence, Sun Yat-Sen University, Zhuhai, China · Faculty of Geosciences and Engineering, Southwest Jiaotong University, Chengdu, China +4

  4. Stop Replacing Noise with Noise: Two-Source Reliability Assessment for Label Correction and Sample Reweighting in Label-Noise Learning

    Aug 4, 2026Wenxiao Fan, Kan LiNoisy-Label LearningPseudo-Labeling

    School of Computer Science, Beijing Institute of Technology

  5. Domain-Division based Progressive Learning for Source-Free Domain Adaptation

    Jul 31, 2026Pan Liu, Jing Li, Meng Zhao +3Source-Free Domain AdaptationUnsupervised Domain Adaptation

    School of Computer Science and Engineering, Tianjin University of Technology, Tianjin 300384, China

  6. Bi-Level Collaborative Learning for Few-Shot Scribble-Supervised Medical Image Segmentation

    Jul 28, 2026Xiang-Xiang Su, Yufan Ye, Yihang Zheng +2Weakly Supervised Image SegmentationSemi-Supervised Medical Image Segmentation

    Fuzhou University Fuzhou, China · Qingdao University Qingdao, China

  7. ESRVS: Extreme Semi-Supervised Retinal Vessel Segmentation with a Single Annotated Image

    Jul 27, 2026Mingzhi Xu, Yizhe ZhangImage SegmentationRetinal Vessel Segmentation

    Nanjing University of Science and Technology, Nanjing, China

  8. A Cyclic Adaptation-Generalization Framework with Uncertainty-Guided Self-Paced Learning for Long-Term Brain-Machine Interfaces

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Brain-Computer InterfacesUnsupervised Domain Adaptation

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · 2Nanhu Brain-Computer Interface Institute, Hangzhou, China

  9. A Classifier That Teaches Itself: Self-Improving, Frozen-gate Training (SIFT) for Dynamic Document Classification

    Jul 20, 2026Bogdan Raduta, Horia Velicu, Alexandru Preda +1LLM-Assisted AnnotationText Classification

  10. OFD-Net: Teacher-Free Reliable Semi-supervised Medical Image Segmentation with Orthogonal Feature Disentanglement Net of Foreground-Background

    Jul 18, 2026Shao-feng Jiang, Zhe-yang Jing, Qin Lu +4Representation DisentanglementSemi-Supervised Medical Image Segmentation

    Department of Biomedical Engineering, and the Key Laboratory of Nondestructive Testing, Ministry of Education, Nanchang Hangkong University, Nanchang 330063, China

  11. MTSSL: Meta-Thresholding Semi-Supervised Learning

    Jul 17, 2026Shuyang Liu, Ziang Zeng, Ruiqiu Zheng +4Pseudo-LabelingSemi-Supervised Learning

    School of Statistics, East China Normal University, Shanghai 200062, China

  12. Weakly-Supervised RGB-D Salient Object Detection via SAM-driven Pseudo Annotation and State Space Interaction-based Diffusion

    Jul 16, 2026Wenqi Si, Gongyang Li, Shixiang Shi +1Weakly Supervised Image SegmentationSalient Object Detection

    School of Communication and Information Engineering, Shanghai University, Shanghai 200444, China · School of Computer Science and Engineering, Nanyang Technological University, Singapore 639798

  13. CLIP-Guided Label-Free Discriminative Region Scoring for Fine-Grained Classification

    Jul 15, 2026Yujie ZhuFine-Grained Image ClassificationPseudo-Labeling

    State University of New York at Buffalo

  14. Beyond Looking Up, Try Looking Around: Harmonizing Global Structure and Local Consistency in Optimal Transport for Short Text Clustering

    Jul 12, 2026Zhihao Yao, Yuxuan Gu, Jixuan Yin +1ClusteringUnsupervised Clustering

    Harbin Engineering University, China · Harbin Institute of Technology, China

  15. Active rejection enables reliable generalization of universal machine-learning interatomic potentials

    Jul 10, 2026Mingxiang Luo, Xinnan Mao, Lu Wang +3Machine Learning Interatomic PotentialsSelective Prediction

    School of Future Information Innovation, Fudan University, Shanghai, China · Shanghai Innovation Institute, Shanghai, China · Suzhou Laboratory, Suzhou, China +1

  16. STEAM: Stable Self-Training with Elastic Matching and Adaptive Purification

    Jul 10, 2026Shaoxiang Wang, Kejia Zhang, Haiwei Pan +1Cross-View Geo-LocalizationSelf-Training

    Harbin Engineering University, School of Computer Science and Technology Harbin, China · Northeast Forestry University, School of Computer and Artificial Intelligence Harbin, China

  17. VSRo-200: A Romanian Visual Speech Recognition Dataset for Studying Supervision and Multimodal Robustness

    Jul 9, 2026Iulia-Maria Udrea, Alexandra Diaconu, Bogdan AlexeMultimodal RobustnessVisual Speaker Recognition

    Department of Computer Science, University of Bucharest

  18. Progressive Refinement: An Iterative Pseudo-Labeling Approach for Mandarin-English Code-Switching ASR

    Jul 6, 2026Qu Yang, Cakra Wardhana, Tim NgCode-Switching Speech RecognitionAutomatic Speech Recognition

    Apple, Singapore · National University of Singapore, Singapore

  19. USE: A Unified Self-Ensembling Framework for Test-Time Prompt Tuning

    Jul 4, 2026Siru Jiang, Jian Liang, Ran He +1Ensemble LearningVLM Adaptation

    School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences · NLPR & MAIS, Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences +1

  20. Exploring SAM Supervision for Fine-Grained UAV Target Segmentation under Data Scarcity

    Jul 4, 2026Le-Anh TranImage SegmentationRemote Sensing Image Segmentation

  21. A Step Towards Robust Unsupervised Domain Adaptation via Fine-Tuning and Reinforcement Learning

    Jul 3, 2026Sushant Dagaji Desale, Rahul Mishra, Ashutosh Kumar SinhaAdversarial TrainingUnsupervised Domain Adaptation

    Indian Institute of Technology Patna

  22. The Label Imitation Game: Turing Test Network for Zero-Shot Pseudo-Label Pruning

    Jun 29, 2026Brent A. Griffin, Jason J. CorsoPseudo-LabelingVLM Hallucination Mitigation

    Voxel51 · University of Michigan

  23. Simple Supervision Is Hard to Beat: A Bitter Lesson from Sparse Target Labels in Domain-Adaptive Object Detection

    Jun 29, 2026Lijun Zhang, Ruinian Xu, Mudit AgrawalSource-Free Domain AdaptationUnsupervised Domain Adaptation

    Amazon Robotics, Seattle, USA

  24. PS-MOT: Cultivating Instance Awareness from Point Seeds for Multi-Object Tracking

    Jun 29, 2026Kai Luo, Fei Teng, Mengfei Duan +6Pseudo-LabelingMulti-Object Tracking

    Hunan University, China · Ant Group, China · Zhejiang University, China +2

  25. Enhancing BEST-RQ Pseudo-Label Quality through Online Refinement for Automatic Speech Recognition

    Jun 24, 2026Jingjing Xu, Zijian Yang, Mohammad Zeineldeen +3Automatic Speech RecognitionVector Quantization

    Machine Learning and Human Language Technology Group, RWTH Aachen University, Germany · Apptek GmbH, Aachen, Germany

  26. Auto-Labelling-Based Domain Transfer for 3D Object Detection on a Bicycle-Mounted LiDAR Platform

    Jun 24, 2026Mario Finkbeiner, Max A. Buettner, Kanak Mazumder +1Autonomous Driving DatasetsLidar-Based 3D Object Detection

    Intelligent Vehicles Lab (IVL), Munich University of Applied Sciences, Munich, Germany

  27. Denoising Implicit Feedback for Cold-start Recommendation

    Jun 17, 2026Gaode Chen, Shicheng Wang, Shikun Li +8Cold-Start RecommendationNoisy-Label Learning

    Kuaishou Technology Beijing, China · Hong Kong Baptist University Hong Kong, China · Institute of Information Engineering, Chinese Academy of Sciences Beijing, China

  28. Scaling Learning-based AEB with Massive Unlabeled Data

    Jun 17, 2026Xiangyu Wang, Yang Zhan, Mengxiang Hao +9Collision AvoidanceAutonomous Driving

    All authors are with Li Auto.

  29. Scaling LLM Reasoning from Minimal Labels: A Semi-Supervised Framework with a Lightweight Verifier

    Jun 15, 2026Keizo Kato, Chenhui Chu, Yugo Murawaki +1Pseudo-LabelingLLM Reasoning

    Fujitsu Limited, Kawasaki, Japan · Kyoto University, Kyoto, Japan · National Institute of Informatics, Tokyo, Japan

  30. Confidence Score Guided Incremental and Speaker Adaptive Pseudo-Labeling for Semi-Supervised Elderly Speech Recognition

    Jun 15, 2026Chengxi Deng, Xurong Xie, Shujie Hu +7Speech ProcessingAutomatic Speech Recognition

    The Chinese University of Hong Kong, Hong Kong SAR, China · Institute of Software, Chinese Academy of Sciences, China · National Research Council Canada, Canada