Semantic Segmentation

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21 papers in the last four weeks, up 24% on the four weeks before. 0.2% of all new papers.

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  1. Toward Seasonal Guidelines for Robust Deep-Learning Sentinel-2 Building Detection in Different Area Types

    Jul 22, 2026Michał Romaszewski, Kamil Drejer, Katarzyna Kołodziej +7Remote Sensing Image SegmentationDistribution Shift

    Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Bałtycka 5, 44-100 Gliwice, Poland · Space Research Centre, Polish Academy of Sciences Bartycka 18a, 00-716 Warszawa, Poland

  2. EGRNet: A Lightweight Semantic Segmentation Network with Edge-Gated Refinement and Adversarial Sensing

    Jul 21, 2026Bareera Qaseem, Mohsin Kamal, Muhammad Naveed AmanBoundary-Aware SegmentationSemantic Segmentation

    School of Electrical Engineering and Computer Science (SEECS) National University of Sciences and Technology (NUST) Islamabad, Pakistan · School of Computing University of Nebraska-Lincoln Lincoln, 68508, NE, USA

  3. Real-Time Semantic Segmentation with Optimized RetinaNet Architectures for Embedded Automotive Systems

    Jul 21, 2026Sai Sidharth DModel CompressionEdge Inference

  4. Text-conditioned Segmentation for Tomato Phenotyping via Procedural Synthetic Data

    Jul 20, 2026Samy Mounir, Mikolaj Cieslak, Najmeddine Dhieb +8Synthetic-to-Real Domain AdaptationPlant Phenotyping

    Computer, Electrical and Mathematical Sciences and Engineering Division, KAUST, KSA · Department of Computer Science, University of Calgary, Canada · Department of Computer Science, Kiel University, Germany +2

  5. Multi-Modal Semantic Segmentation of Electrolyzer Components for Sustainable Hydrogen Technologies: A Dual-Branch Deep Learning Approach

    Jul 17, 2026Wasimul Karim, Nur Mohammad Fahad, Abdul Hasib Siddique +4Multimodal FusionSemantic Segmentation

    Applied Artificial Intelligence and INtelligent Systems (AAIINS) Laboratory, Dhaka 1217, Bangladesh · School of Engineering and Energy, Murdoch University, Murdoch, WA 6150, Australia · Department of Computer Science and Engineering, University of Scholars, 40 Kemal Ataturk Avenue, Dhaka 1213, Bangladesh +1

  6. PRISM: Multimodal Terrain Mapping for Rover Navigation in Unstructured Environments

    Jul 17, 2026Raul Castilla-Arquillo, Carlos Perez-del-Pulgar, Levin Gerdes +2Robot NavigationVision Transformer

    Space Robotics (SpaceR) Research Group, SnT, University of Luxembourg, Luxembourg, Luxembourg · Department of Automation and Systems Engineering, Universidad de Málaga, Andalucia Tech, 29070 Málaga, Spain

  7. Variational Inference for Bird's Eye View Segmentation in Autonomous Driving

    Jul 16, 2026Jingyue Shi, Huaicheng Li, Junhui Zhao +1Multi-View LearningBird's-Eye-View Representation

  8. OvAi Focus: AI-based Multi-class Segmentation of Functional Ovaries and Adnexal Masses in Gynecological Ultrasound

    Jul 15, 2026Niccolò Tallone, Francesca Salis, Pio Raffaele Fina +13Ultrasound Image SegmentationMedical Image Segmentation

    SynDiag s.r.l., Turin, Italy · Academic Division of Gynecology and Obstetrics, University of Turin, Azienda Ospedaliera Ordine Mauriziano, Turin, Italy · University of Turin +5

  9. UMSS: Towards Unsupervised Multi-modal Semantic Segmentation

    Jul 14, 2026Haitian Zhang, Thai Duy Nguyen, Xiangyuan Wang +2Cross-Modal Representation LearningSemantic Segmentation

    EmPACT Lab, School of EEE, Nanyang Technological University, Singapore · The University of Hong Kong, Hong Kong SAR, China

  10. Semantic-Edge Response Decoding of SAM3 for Zero-Shot Crack Segmentation

    Jul 14, 2026Shipeng Liu, Zhanping Song, Liang Zhao +1Promptable Image SegmentationBoundary-Aware Segmentation

    Xi’an University of Architecture and Technology

  11. From Reconstruction to Interpretation: Zero-Setup Multi-Phase Segmentation of X-ray Tomography Data

    Jul 13, 2026Pradyumna Elavarthi, Arun J. Bhattacharjee, Harrison Lisabeth +4Image SegmentationComputed Tomography

    Department of Computer Science, University of Cincinnati. · Energy Geosciences Division, Lawrence Berkeley National Laboratory. · Center for Advanced Mathematics in Energy Research Applications, Lawrence Berkeley National Laboratory. +1

  12. A Novel Method to Evaluate Models on Unreliable, Noisy and Inconsistent Labels: Adaptive Resolution Label Aggregation (ARLA)

    Jul 13, 2026Natasha Randall, Gernot HeisenbergSemantic Segmentation

    Institute of Information Science Cologne University of Applied Sciences Claudiusstr. 1, Cologne, 50678, Germany

  13. Align and Segment: Unsupervised Learning for Building Segmentation From Misaligned Labels

    Jul 12, 2026Venkanna Babu Guthula, Oswin Krause, Dimitri Gominski +5Remote Sensing Image SegmentationSemantic Segmentation

    University of Copenhagen, Copenhagen, Denmark · Royal Danish Academy, Copenhagen, Denmark

  14. REBASE: Reference-Background Subspace Elimination for Training-Free In-Context Segmentation

    Jul 10, 2026Mantha Sai Gopal, Jaison Saji Chacko, Harsh Nandwana +3Image SegmentationPromptable Image Segmentation

    CamCom Technologies Private Limited*

  15. Automatic Echocardiography Segmentation via Transition Probability Correlation for Stable Semantic Extraction

    Jul 8, 2026Xinran Chen, Xiyuan Wang, Guangquan Zhou +1Ultrasound Image SegmentationSelf-Supervised Pre-Training

    School of Biological Science and Medical Engineering, Southeast University, Nanjing, China

  16. Towards Accurate and Fast Clinical Body Composition: A Resource-Efficient Hierarchical Segmentation Framework for Multi-Source CT

    Jul 8, 2026Xiaodi Shen, Qingzhu Zheng, Yaoyang Qiu +12Medical Image AnalysisMedical Image Segmentation

    Department of Radiology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China · Research & Development Center, Canon Medical Systems (China) Co. Ltd. Beijing 100015, China

  17. Enhanced Seam Segmentation for Automated Welding Robot in Construction Through Transfer Learning: Addressing Limitations of Bilateral Segmentation Network

    Jul 7, 2026Keonvin Park, Yong Ann Voeurn, Hyeokjun Kweon +1Image SegmentationRobotics

    Interdisciplinary Program in Artificial Intelligence, Seoul National University, Seoul, 08826, Republic of Korea · Department of Civil Engineering and Construction, Georgia Southern University, Statesboro, GA 30460, USA · The Graduate School of Advanced Imaging Science, Multimedia & Film, Chung-Ang University, Seoul, 06974, Republic of Korea

  18. Repurposing CLIP to Localize at Pixel Level

    Jul 6, 2026Jiaxiang Fang, Shiqiang Ma, Jing Wang +3Large Vision-Language ModelsOpen-Vocabulary Semantic Segmentation

    School of Computer Science and Engineering, Central South University, Changsha 410083, China · Advanced Technology Center Beijing AI Laboratory, Chao-Yang District, Beijing 100027, China · Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China +1

  19. Pixel-Precise Explainable Stress Indexing: A Semantic Segmentation Framework for Disease Severity Quantification in Field Crops

    Jul 5, 2026Raunak Kumar, Soumyashree KarAgricultural Image AnalysisImage Segmentation

    Centre of Studies in Resources Engineering Indian Institute of Technology Bombay Mumbai, Maharashtra, India

  20. TestMate: Test-Time Domain Adaptation Aided by Lightweight Vision Foundation Model

    Jul 4, 2026Dimitrios Fotiou, Vasileios Mygdalis, Ioannis PitasSource-Free Domain AdaptationTest-Time Adaptation

    Aristotle University of Thessaloniki

  21. GeoSAM-Lite: A Lightweight Foundation Model for Onboard Remote Sensing Segmentation

    Jul 4, 2026Yongcong Wang, Jie Zhang, Rui Jiang +3Remote Sensing Image SegmentationGeospatial Foundation Models

    College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing 210003, China

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

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

  23. PixCon: Clean-Positive Contrastive Learning for Foundation-Model Semi-Supervised Segmentation

    Jul 3, 2026Ebenezer TarubingaContrastive LearningSemantic Segmentation

    Ebenworks Systems, Seoul, Korea

  24. When Token Compression Breaks: Structural Pruning vs. Token Reduction for Robust ViT Segmentation under High Compression

    Jul 2, 2026Tien-Phat Nguyen, Ngai-Man CheungDistribution Shift RobustnessVision Transformer

    Temasek Laboratories, Singapore University of Technology and Design, Singapore

  25. Rethinking Post-Hoc Calibration in Semantic Segmentation

    Jul 2, 2026Tristan Kirscher, Kim-Celine Kahl, Balint Kovacs +5Post-Hoc CalibrationModel Calibration

    ICube, Institut Strauss · ICube Laboratory, CNRS UMR 7357, University of Strasbourg, Strasbourg, France · CLCC Institut Strauss, Strasbourg, France +6

  26. LUMA: Benchmarking Segmentation via a Lightweight Universal Mask Adapter

    Jul 1, 2026Tobias Christian Nauen, Anosh Billimoria, Federico Raue +3Efficient ViTsSemantic Segmentation

    RPTU University Kaiserslautern-Landau, Kaiserslautern, Germany · German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany

  27. Learning Structurally Consistent Representations for Multi-View Radar Semantic Segmentation

    Jun 30, 2026Ali Zia, Muhammad Umer Ramzan, Abdelwahed Khamis +2Multi-View ConsistencyMulti-View Learning

    School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, Australia · La Trobe Institute for Sustainable Agriculture & Food (LISAF), Australia · School of Engineering and Applied Sciences, GIFT University, Pakistan +1

  28. Preserve the Hard, Regenerate the Rest: Uncertainty-Guided Synthetic Training Data Augmentation with Diffusion Models

    Jun 30, 2026Nikolai Röhrich, Julian Gleißner, Ahmed H. A. Ibrahim +2Synthetic Data AugmentationSemantic Segmentation

    1XITASO GmbH · 2Zuse School of Excellence in Reliable AI · 3Technische Hochschule Ingolstadt +1

  29. FROST: Training-Free Few-Shot Segmentation with Frozen Features and Nonparametric Statistics

    Jun 30, 2026Junghwan ParkRemote Sensing Image SegmentationFew-Shot Semantic Segmentation

    TelePIX

  30. RefGlass-GS: A UAV-Enabled Fusion Framework for Photorealistic, Semantic and Interactive Digitization of Reflective Glass Facades via Gaussian Splatting

    Jun 27, 2026Zhenyu Liang, Xiao Zhang, Boyu Wang +53D Gaussian SplattingNext-Best-View Planning

    Department of Civil and Environmental Engineering, The Hong Kong University of Science and Technology, Hong Kong, China · Department of Civil and Environmental Engineering, University of Maryland, College Park, Maryland, USA · Department of the Built Environment, National University of Singapore, Singapore +1