Semantic Segmentation

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14 papers in the last four weeks, up 17% on the four weeks before. 0.1% of all new papers.

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  1. Vision Transformer-Conditioned UNet for Domain-Adaptive Semantic Segmentation

    May 12, 2026Joel Valdivia Ortega, Tingying Peng, Marion JasninSemi-Supervised Medical Image SegmentationSelf-Supervised Vision Transformers

    Helmholtz AI, Helmoltz Munich, Neuherberg, Germany · Helmholtz Pioneer Campus, Helmholtz Munich, Neuherberg, Germany · School of Computation, Information and Technology, TUM, Garching, Germany +1

  2. SemChunk-C: Semantic Segmentation for C Code

    May 12, 2026Boris Nazarov, Darya Frolova, Shaked Leibzirer +1ChunkDocument Segmentation

  3. Can Graphs Help Vision SSMs See Better?

    May 11, 2026Dhruv Parikh, Anvitha Ramachandran, Haoyang Fan +3Vision State Space ModelsSemantic Segmentation

    USC · UT Austin · DEVCOM ARL Army Research Office, USA

  4. DA-SegFormer: Damage-Aware Semantic Segmentation for Fine-Grained Disaster Assessment

    May 11, 2026Kevin Zhu, William Tang, Raphael Hay Tene +3Post-Disaster Damage AssessmentStructural Damage

    Bina Labs, Lehigh University

  5. AtteConDA: Attention-Based Conflict Suppression in Multi-Condition Diffusion Models and Synthetic Data Augmentation

    May 10, 2026Shogo NoguchiText-Conditioned Diffusion ModelData Augmentation

    Gunma University

  6. Semantic Alignment in Hyperbolic Space for Open-Vocabulary Semantic Segmentation

    May 9, 2026Hoang M. Truong, Hai Nguyen-Truong, Dang HuynhHyperbolic SpaceSemantic Geometry

    Fulbright University Vietnam

  7. Geometric Flood Depth Estimation: Fusing Transformer-Based Segmentation with Digital Elevation Models

    May 8, 2026Nhut Le, Ehsan Karimi, Maryam RahnemoonfarFlood DetectionDigital Elevation Models

    Lehigh University

  8. Explainable Part-Based Vehicle Classifier with Spatial Awareness

    May 8, 2026Andreas Caduff, Klaus Zahn, Jonas Hofstetter +2Automotive DetectionSemantic Segmentation

    Competence Center for Intelligent Sensors and Networks, Lucerne University of Applied Science and Art · Competence Center for Intelligent Sensors and Networks, Lucerne University of Applied Science and Art, Technikumstr. 21, Horw, 6048, Switzerland. · SICK AG +1

  9. UniD-Shift: Towards Unified Semantic Segmentation via Interpretable Share-Private Multimodal Decomposition

    May 8, 2026Shuai Zhang, Zhecheng Shi, Zhuxiao Li +4Point CloudsSemantic Segmentation

    1HKUST(GZ) · 2HKUST

  10. Linear Semantic Segmentation for Low-Resource Spoken Dialects

    May 7, 2026Kirill Chirkunov, Younes Samih, Abed Alhakim Freihat +1DialectsArabic

    Mohamed bin Zayed University of Artificial Intelligence · IBM Research AI

  11. Leveraging Image Generators to Address Training Data Scarcity: The Gen4Regen Dataset for Forest Regeneration Mapping

    May 7, 2026Gabriel Jeanson, David-Alexandre Duclos, William Larrivée-Hardy +5Vision DatasetsForest Biomass

    1Northern Robotics Laboratory, Université Laval, Québec, QC, G1V 0A6, Canada · 2Département d’informatique et de génie logiciel, Université Laval, Québec, QC, G1V 0A6, Canada

  12. DiCLIP: Diffusion Model Enhances CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation

    May 6, 2026Zhiwei Yang, Pengfei Song, Yucong Meng +3Semantic SegmentationClass Activation Mapping

    Academy for Engineering and Technology, Fudan University, Shanghai 200433, China · Shandong Computer Science Center, China · Digital Medical Research Center, School of Basic Medical Science, Fudan University, and also with Shanghai Key Lab of Medical Image Computing and Computer Assisted Intervention, Shanghai 200032, China +1

  13. RD-ViT: Recurrent-Depth Vision Transformer for Semantic Segmentation with Reduced Data Dependence Extending the Recurrent-Depth Transformer Architecture to Dense Prediction

    May 5, 2026Renjie HeSelf-Supervised Vision TransformersDense Prediction

    Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA

  14. MILE: Mixture of Incremental LoRA Experts for Continual Semantic Segmentation across Domains and Modalities

    May 5, 2026Shishir Muralidhara, Didier Stricker, René SchusterEfficient Semantic SegmentationSemantic Segmentation

    German Research Center for Artificial Intelligence (DFKI), Trippstadter Str. 122, 67663 Kaiserslautern, Germany · University of Kaiserslautern-Landau (RPTU), Gottlieb-Daimler-Str. 47, 67663 Kaiserslautern, Germany

  15. TsallisPGD: Adaptive Gradient Weighting for Adversarial Attacks on Semantic Segmentation

    May 5, 2026Alexander Matyasko, Xin Lou, Indriyati Atmosukarto +1Efficient Semantic SegmentationSemantic Segmentation

    Singapore Institute of Technology, Singapore

  16. Dual-Foundation Models for Unsupervised Domain Adaptation

    May 5, 2026Yerin Cheon, Aruna Balasubramanian, Francois RameauDomain AdaptationSemantic Segmentation

    Stony Brook University, Stony Brook, NY, USA · SUNY Korea, The State University of New York, Korea

  17. DINO Soars: DINOv3 for Open-Vocabulary Semantic Segmentation of Remote Sensing Imagery

    May 4, 2026Ryan Faulkenberry, Saurabh PrasadRemote Sensing Image SegmentationDinov3

    University of Houston

  18. FoR-Net: Focus-on-Regions Network for Semantic Segmentation

    May 4, 2026Sheng-Wei Chan, Hsin-Jui Pan, Jen-Shiun ChiangEfficient Semantic SegmentationSemantic Segmentation

    Department of Electrical and Computer Engineering, Tamkang University, No.151, Yingzhuan Rd., Tamsui Dist., New Taipei City, 251301, Taiwan

  19. EAPFusion: Intrinsic Evolving Auxiliary Prior Guidance for Infrared and Visible Image Fusion

    May 3, 2026Zhenyu Sun, Luobin Zhang, Axi Niu +2Infrared-Visible Image FusionVisible Image Fusion

    Northwestern Polytechnical University, Xi’an, China

  20. OTSS: Output-Targeted Soft Segmentation for Contextual Decision-Weight Learning

    Apr 30, 2026Renjun Hu, Hyun-Soo AhnObjectivesSemantic Segmentation

    University of Michigan, Ross School of Business

  21. Noise2Map: End-to-End Diffusion Model for Semantic Segmentation and Change Detection

    Apr 30, 2026Ali Shibli, Andrea Nascetti, Yifang BanChange DetectionSemantic Segmentation

    Division of Geoinformatics, School of Architecture and Built Environment, KTH Royal Institute of Technology, 11428 Stockholm, Sweden

  22. A generalised pre-training strategy for deep learning networks in semantic segmentation of remotely sensed images

    Apr 30, 2026Yuan Fang, Yuanzhi Cai, Jagannath Aryal +4Remote Sensing Image SegmentationRemote Sensing

    Department of Civil Engineering, Xi’an Jiaotong-Liverpool University, Suzhou 215000, China · CSIRO Mineral Resources, Kensington, WA 6151, Australia · Department of Infrastructure Engineering, The University of Melbourne, Melbourne VIC 3010, Australia

  23. Graph-based Semantic Calibration Network for Unaligned UAV RGBT Image Semantic Segmentation and A Large-scale Benchmark

    Apr 29, 2026Fangqiang Fan, Zhicheng Zhao, Xiaoliang Ma +2Aerial ImagerySemantic Segmentation

    Key Laboratory of Intelligent Computing & Signal Processing (Anhui University), Ministry of Education, Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Artificial Intelligence, Anhui University, Hefei 230601, China · School of Computer Science and Technology, Anhui University, Hefei 230601, China · GEOVIS Earth Technology Co., Ltd., Hefei 230088, China +1

  24. Cross-Domain Transfer of Hyperspectral Foundation Models

    Apr 29, 2026Nick Theisen, Peer NeubertHyperspectral ImageCross-Modality

    Intelligent Autonomous Systems, University of Koblenz, Germany

  25. Seeking Consensus: Geometric-Semantic On-the-Fly Recalibration for Open-Vocabulary Remote Sensing Semantic Segmentation

    Apr 29, 2026Guanchun Wang, Chenxiao Wu, Xiangrong Zhang +4Remote Sensing Image SegmentationSemantic Segmentation

    School of Artificial Intelligence, Xidian University · MoE Key Lab of Artificial Intelligence, AI Institute, Shanghai Jiao Tong University

  26. The Surprising Effectiveness of Canonical Knowledge Distillation for Semantic Segmentation

    Apr 28, 2026Muhammad Ali, Kevin Alexander Laube, Madan Ravi Ganesh +3Knowledge DistillationSemantic Segmentation

    University of Freiburg · Bosch Center for Artificial Intelligence · Aleph Alpha Research +1

  27. Semantic Segmentation for Histopathology using Learned Regularization based on Global Proportions

    Apr 27, 2026Yangping Li, Thomas Pinetz, Michael Hölzel +2Digital PathologySemantic Segmentation

    Institute of Pathology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany · Institute for Applied Mathematics, University of Bonn, Endenicher Allee 60, 53115 Bonn, Germany · Institute of Experimental Oncology, University Hospital Bonn, Sigmund-Freud-Str. 25, 53127 Bonn, Germany

  28. Instance Awareness of Multi-class Semantic Segmentation Loss Functions

    Apr 27, 2026Soumya Snigdha Kundu, Florian Kofler, Marina Ivory +3Amodal SegmentationMultiple Instance Learning

    1King’s College London · University of Tübingen · 3Technical University of Munich +1

  29. Graph-augmented Segmentation of Complex Shapes in Laser Powder bed Fusion for Enhanced In Situ Inspection

    Apr 27, 2026Stefano Raimondo, Matteo Bugatti, Marco GrassoInspectionSemantic Segmentation

    Department of Mechanical Engineering, Politecnico di Milano, Milan, Italy · Department of Mechanical Engineering, Politecnico di Milano, Via La Masa 1, 20156 Milan, Italy

  30. Open-Vocabulary Semantic Segmentation Network Integrating Object-Level Label and Scene-Level Semantic Features for Multimodal Remote Sensing Images

    Apr 27, 2026Jinkun Dai, Yuanxin Ye, Peng Tang +4Remote Sensing Image SegmentationRemote Sensing

    Faculty of Geosciences and Engineering, Southwest Jiaotong University, Chengdu 611756, China · State-Province Joint Engineering Laboratory of Spatial Information Technology for High-Speed Railway Safety, Southwest Jiaotong University, Chengdu 611756, China · School of Artificial Intelligence, Wuhan University, Wuhan 430072, China +1

  31. Breaking the Resource Wall: Geometry-Guided Sequence Modeling for Efficient Semantic Segmentation

    Apr 25, 2026Sheng-Wei Chan, Hsin-Jui Pan, Chun-Po Shen +3Efficient Semantic SegmentationSemantic Segmentation

    Department of Electrical and Computer Engineering, Tamkang University

  32. Feasibility of Indoor Frame-Wise Lidar Semantic Segmentation via Distillation from Visual Foundation Model

    Apr 20, 2026Haiyang Wu, Juan J. Gonzales Torres, George Vosselman +1LidarSemantic Segmentation

    Department of Earth Observation Science, Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente, 7522 NB Enschede, The Netherlands

  33. Lorentz Framework for Semantic Segmentation

    Apr 18, 2026Zahid Hasan, Masud Ahmed, Nirmalya RoyEfficient Semantic SegmentationSemantic Segmentation

    Department of Information Systems, University of Maryland, Baltimore County

  34. SENSE: Stereo OpEN Vocabulary SEmantic Segmentation

    Apr 17, 2026Thomas Campagnolo, Ezio Malis, Philippe Martinet +1Open-Vocabulary SegmentationSemantic Segmentation

    ACENTAURI · Centre Inria d’Universite Cote d’Azur, France · NXP Semiconductors, France

  35. Robust Multispectral Semantic Segmentation under Missing or Full Modalities via Structured Latent Projection

    Apr 17, 2026Irem Ulku, Erdem Akagündüz, Ömer Özgür TanrıöverAmodal SegmentationComplementary Modalities

    Department of Computer Engineering, Ankara University, Ankara, Türkiye · Department of Modeling and Simulation, Graduate School of Informatics, METU, Ankara, Türkiye

  36. SegMix:Shuffle-based Feedback Learning for Semantic Segmentation of Pathology Images

    Apr 17, 2026Zhiling Yan, Sicheng Chen, Tianyi Zhang +3Computational PathologySemantic Segmentation

    JD AI Research, Beijing, China · School of Microelectronics, Xi’an Jiaotong University · Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University

  37. Privacy-Preserving Semantic Segmentation without Key Management

    Apr 16, 2026Mare Hirose, Shoko Imaizumi, Hitoshi KiyaEfficient Semantic SegmentationSemantic Segmentation

    Chiba University · Tokyo Metropolitan University

  38. From Boundaries to Semantics: Prompt-Guided Multi-Task Learning for Petrographic Thin-section Segmentation

    Apr 16, 2026Yili Ren, Shiqi Wen, Li Hou +8Lithology ClassificationSemantic Segmentation

    Research Institute of Petroleum Exploration and Development (RIPED) · The Hong Kong University of Science and Technology (Guangzhou) · The Hong Kong University of Science and Technology +1

  39. ModuSeg: Decoupling Object Discovery and Semantic Retrieval for Training-Free Weakly Supervised Segmentation

    Apr 8, 2026Qingze He, Fagui Liu, Dengke Zhang +2Semantic SegmentationHigh Confidence Pseudo-Labels

    South China University of Technology, Guangzhou, China · Pengcheng Laboratory, Shenzhen, China

  40. SegFly: A Dataset and 2D-3D-2D Paradigm for Aerial RGB-Thermal Semantic Segmentation at Scale

    Mar 18, 2026Markus Gross, Sai Bharadhwaj Matha, Rui Song +4Aerial DatasetEfficient Semantic Segmentation

    Fraunhofer Institute IVI · TU Munich · MCML +2

  41. SignSparK: Efficient Multilingual Sign Language Production via Sparse Keyframe Learning

    Mar 11, 2026Jianhe Low, Alexandre Symeonidis-Herzig, Maksym Ivashechkin +2Sign Language TranslationKeyframe Selection

    CVSSP, University of Surrey, United Kingdom

  42. JOPP-3D: Joint Open Vocabulary Semantic Segmentation on Point Clouds and Panoramas

    Mar 6, 2026Sandeep Inuganti, Hideaki Kanayama, Kanta Shimizu +4Open-Vocabulary 3D SegmentationOpen-Vocabulary Segmentation

    German Research Center for Artificial Intelligence, DFKI, Germany · RPTU Kaiserslautern, Germany · Ricoh Company, Ltd. Japan +1

  43. Segmenting Low-Contrast XCTs of Concrete: An Unsupervised Approach

    Feb 23, 2026Kaustav Das, Gaston Rauchs, Jan Sykora +1Multi Organ Computed Tomography SegmentationSemantic Segmentation

    Department of Mechanics, Faculty of Civil Engineering, Czech Technical University in Prague, Thákurova 7, 166 29 Prague 6, Czech Republic · Structural Composites Unit, Luxembourg Institute of Science and Technology (LIST), 5 avenue des Hauts-Fourneaux L-4362 Esch-sur-Alzette, Luxembourg

  44. Phi-SegNet: Phase-Integrated Supervision for Medical Image Segmentation

    Jan 22, 2026Shams Nafisa Ali, Taufiq HasanSemi-Supervised Medical Image SegmentationFeature Pyramid

  45. Label-Efficient 3D Forest Mapping: Self-Supervised and Transfer Learning for Instance Segmentation, Semantic Segmentation, and Species Classification

    Nov 9, 2025Aldino Rizaldy, Fabian Ewald Fassnacht, Ahmed Jamal Afifi +3ForestsPoint Clouds

    Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Helmholtz Institute Freiberg for Resource Technology (HIF), 09599 Freiberg, Germany. · Institute of Geomatics, BOKU University, 1190 Vienna, Austria · Remote Sensing and Geoinformatics, Freie Universität Berlin, 12249 Berlin, Germany +1

  46. AD-SAM: Adapting the Segment Anything Model for Semantic Segmentation in Autonomous Driving

    Oct 30, 2025Het Patel, Mario Camarena, Fatemeh Nazari +3Efficient Semantic SegmentationAutonomous Driving

    Department of Computer Science, The University of Texas Rio Grande Valley, Edinburg, TX 78539 USA · Department of Civil Engineering, The University of Texas Rio Grande Valley, Edinburg, TX 78539 USA · Department of Computer Science and Engineering, University of California Riverside, Riverside, CA 92521 USA

  47. BikeScenes: LiDAR Semantic Segmentation for Bicycles

    Oct 29, 2025Denniz Goren, Holger CaesarBivariate Bicycle CodesLidar

  48. Improved Robustness from Biologically Inspired Sparse Contrast Representations

    Sep 29, 2025Lorena Stracke, Lia Nimmermann, Shashank Agnihotri +3Semantic SegmentationHyperspectral Image

    Media Systems, University of Siegen, Germany · Data and Web Science Group, University of Mannheim, Germany · Analogue Circuits and Image Sensors, University of Siegen, Germany +1

  49. Few to Big: Prototype Expansion Network via Diffusion Learner for Point Cloud Few-shot Semantic Segmentation

    Sep 16, 2025Qianguang Zhao, Dongli Wang, Yan Zhou +2Few-Shot SegmentationPoint Clouds

    School of Mathematics and Computational Science, Xiangtan University, Xiangtan 411105, China · School of Automation and Electronics Information, Xiangtan University, Xiangtan 411105, China · School of Automation, Shanghai Jiao Tong University, Shanghai 200232, China

  50. SynSeg: Feature Synergy for Multi-Category Contrastive Learning in End-to-End Open-Vocabulary Semantic Segmentation

    Aug 8, 2025Weichen Zhang, Kebin Liu, Fan Dang +3Semantic SegmentationContrastive Learning

    Tsinghua University, 100084, Beijing, China · Beijing Jiaotong University, 100044, Beijing, China

  51. OV-MAP: Open-Vocabulary Zero-Shot 3D Instance Segmentation Map for Robots

    Jun 13, 2025Juno Kim, Yesol Park, Hye-Jung Yoon +1Open-Vocabulary 3D Segmentation3D Mapping

    Interdisciplinary Program in AI, Seoul National University · Artificial Intelligence Institute, Seoul National University · Department of Computer Science, Seoul National University

  52. From Pixels to Images: A Structural Survey of Deep Learning Paradigms in Remote Sensing Image Semantic Segmentation

    May 21, 2025Quanwei Liu, Tao Huang, Jiaqi Yang +1Remote Sensing Image SegmentationRemote Sensing

    College of Science and Engineering, James Cook University, Cairns QLD 4878, Australia · Center for AI and Data Science Innovation, James Cook University, Cairns QLD 4878, Australia · Department of Forest and Wildlife Ecology, University of Wisconsin-Madison, Madison, WI 53706 USA +1

  53. SegCol Challenge: Semantic Segmentation for Tools and Fold Edges in Colonoscopy data

    Dec 20, 2024Xinwei Ju, Rema Daher, Razvan Caramalau +7ColonoscopySemantic Segmentation

    UCL Hawkes Institute, University College London, London, UK · Department of Computer Science, University College London, London, UK · Medtronic, London, UK +3

  54. Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images

    May 12, 2024Fatema Tuj Johora Faria, Mukaffi Bin Moin, Pronay Debnath +2Vessel SegmentationFundus Images

    aDepartment of Computer Science and Engineering, Ahsanullah University of Science and Technology, Dhaka, Bangladesh

  55. CGSM: Concept-Guided Segmentation Model for Precise Pulmonary Lesion Delineation

    Date pendingChangheng Lin, Wenjie Zhang, Yushan Lu +3Lesion SegmentationSemantic Segmentation

    Shandong University, China