Boundary-Aware Segmentation

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12 papers in the last four weeks, up 71% on the four weeks before. 0.1% of all new papers.

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  1. UniBuild: Unified Building Mapping From Multi-Source Optical Remote Sensing Imagery With Detail Decoding and Geometry Regularization

    Sep 29, 2026Wei Huang, Chenying Liu, Yilei Shi +1Remote Sensing Image SegmentationBuilding Footprint Extraction

    Chair of Data Science in Earth Observation, Technical University of Munich, 80333 Munich, Germany

  2. CRF Loss is How Networks Should Learn Boundaries in Weakly Supervised Segmentation

    Sep 28, 2026Joshua Li, Yuri BoykovConditional Random FieldsWeakly Supervised Semantic Segmentation

    Cheriton School of Computer Science University of Waterloo

  3. Hybrid Gaussians for Robust Open-Vocabulary 3D Segmentation with Multi-View Object Association and Boundary Refinement

    Sep 23, 2026Xueqi Qiu, Yueming Sun, Tianyu Zhang +2Language-Embedded 3DGSOpen-Vocabulary 3D Segmentation

    Department of Computer Science, Durham University, Durham, United Kingdom · Shanghai Jiao Tong University, Shanghai, China

  4. Boundary and Intra-Segment Learning for Partial Audio Deepfake Localization

    Sep 22, 2026Zhe Ye, Xiangui Kang, Minhua Huang +3Audio Deepfake DetectionBoundary-Aware Segmentation

    Guangdong Key Lab of Information Security, School of Computer Science and Engineering, Sun Yat-sen University, China · Nanyang Technological University, Singapore · China Mobile Internet Corporation, China +1

  5. FSANet: Frequency-Spatial Aware Network for Image Segmentation

    Sep 15, 2026Ruibo Wang, Ziyi Shen, Huaming Wu +2Image SegmentationBoundary-Aware Segmentation

    Faculty of Electrical Engineering, Mathematics and Computer Science, Delft University of Technology, 2600 AA Delft, Netherlands · School of Biomedical Engineering, Southern Medical University, Guangzhou, Guangdong, China · Center for Applied Mathematics, Tianjin University, Tianjin 300072, China +1

  6. MambaMPD: A Mamba-Driven Segmentation Framework for Marine Pollution Detection from Remote Sensing Imagery

    Sep 14, 2026Shuaiyu Chen, Wei Han, Peng Ren +2Remote Sensing Image SegmentationVisual SSMs

    Department of Computer Science, University of Exeter, Exeter, United Kingdom · School of Computer Science, China University of Geosciences, Wuhan, China · College of Oceanography and Space Informatics, China University of Petroleum (East China), Qingdao, China

  7. BSC-Net: A Small-Branch-Sensitive Structural Continuity Network for Coronary Vessel Segmentation and Quantitative Angiographic Analysis

    Sep 14, 2026Wanxian Li, Jiaqian Qin, Qingyi Xian +4Coronary AngiographyTopology-Preserving Image Segmentation

    School of Biomedical Engineering, Sun Yat-sen University, Shenzhen, 518107, China. · Department of Cardiovascular Surgery, Zhongnan Hospital of Wuhan University, Wuhan, 430071, China · Department of Laboratory Medicine, West China Hospital of Sichuan University, Chengdu, 610041, China.

  8. Beyond Accuracy: Uncertainty-Guided Boundary Refinement for Reliable Biomedical Image Segmentation

    Sep 14, 2026Anima KujurMedical Image SegmentationBoundary-Aware Segmentation

    Interdisciplinary Centre for Scientific Computing (IWR), Heidelberg University, Heidelberg, Germany

  9. Beyond Weak Labels: Prompt-Guided Local Refinement for Weakly Supervised Water Segmentation in High-Resolution Multispectral Imagery

    Sep 9, 2026Muhammad Farhan Humayun, Mohammad Imangholiloo, Afifah Shah +2Remote Sensing Image SegmentationPromptable Image Segmentation

    Department of Computing, University of Turku, Finland · Department of Geoinformatics and Cartography, Finnish Geospatial Research Institute, National Land Survey of Finland, Espoo, Finland

  10. Over-Tightening-Aware Pseudo-Labeling for Tight-Boundary Speaker Diarization

    Sep 9, 2026Shota Horiguchi, Takanori Ashihara, Marc Delcroix +2Pseudo-LabelingBoundary-Aware Segmentation

    NTT, Inc., Japan

  11. MARS-CLIP: Multi-Resolution and Attention Refined Zero-Shot Image Segmentation

    Sep 8, 2026Nagito Saito, Shintaro Ito, Koichi Ito +1Multi-Scale Feature FusionBoundary-Aware Segmentation

    Graduate School of Information Sciences, Tohoku University, Japan.

  12. Boundary Voting Network for Ambiguity-Aware Timestamp-Supervised Action Segmentation

    Sep 8, 2026Runzhong Zhang, Yueqi Duan, Yang Chen +4Temporal Action SegmentationBoundary-Aware Segmentation

    School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore · Department of Electronic Engineering, Tsinghua University, Beijing, China · Amazon, Seattle, America

  13. ARCOS: Zero-shot Boundary Localization for Corneal Layer Segmentation Across Optical Coherence Tomography Devices

    Sep 3, 2026Nuno Vivas Brás, Benjamin Memmi, Maëlle Bouhassane +4Domain GeneralizationOptical Coherence Tomography

    Laboratoire d’Optique et Biosciences, CNRS, INSERM, ´Ecole polytechnique, Institut Polytechnique de Paris, Palaiseau, France · GRC 32, Transplantation et Th´erapies Innovantes de la Corn´ee, Sorbonne Universit´e, Centre Hospitalier National d’Ophtalmologie des Quinze-Vingts, Paris, France

  14. VCAR: Training-Free 3DGS Segmentation via View Completeness and Axis-Aware Boundary Refinement

    Aug 31, 2026Kun Cao, Di Wang, Haibin Zhu +43D Gaussian Splatting3D Semantic Segmentation

    Jinan University · Zhuhai, China

  15. DiCoR: Decoupled Referent Disambiguation and Contour Recalibration for Efficient Referring Remote Sensing Image Segmentation

    Aug 13, 2026Ziyang Gao, Zhizhuo Jiang, Jingjing Chang +5Remote Sensing Image SegmentationReferring Image Segmentation

    School of Integrated Circuits, School of Information Science and Electronic Engineering, Shanghai Jiao Tong University, Shanghai 200240, China · College of Computer Science, Nankai University, Tianjin 300350, China · Department of Electronic Engineering, Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen 518055, China +1

  16. Automated Borehole Core Analysis with Report-Derived Weak Labels and Supervised Crack Segmentation

    Aug 12, 2026Usama Imdad, Ali Khan, Luke Lu +2Weakly Supervised LearningBoundary-Aware Segmentation

    aLahore University of Management Sciences, Pakistan · ePI-Neuron, Australia · bSydney Water, Australia +2

  17. ProBAG: Prototype-Guided Boundary-Aware Graph Diffusion for Weakly Supervised Histopathology Segmentation

    Aug 12, 2026Duy-Dong Nguyen, Le-Van Thai, Hoai Nhan Pham +3Histopathology Image SegmentationWeakly Supervised Semantic Segmentation

    AI VIETNAM Lab, Vietnam · Department of Mechanical System Engineering, Jeonbuk National University, Republic of Korea · Washington University School of Medicine, Saint Louis, MO, USA +1

  18. Boundary-Enhanced Segmentation of Pig Point Clouds in Commercial Housing Environments

    Aug 12, 2026Zhankang Xu, Fei Shi, Xiangyu Qi +63D Point Cloud SegmentationPoint Cloud Learning

    a Information Technology Research Center, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100097, China · d Bureau of Agriculture and Rural Affairs of Shangrao City, Jiangxi, China · c School of Science, China University of Geosciences (Beijing), Beijing 100083, China +1

  19. Precise Top-Layer Fabric Segmentation for Fabric Destacking with Edge- and Shape-Aware Deep Networks

    Aug 11, 2026Wenbo Dong, Dipankar Bhattacharya, Akinari Kobayashi +6Image SegmentationBoundary-Aware Segmentation

    JC STEM Lab of Robotics for Soft Materials, Department of Electrical and Electronic Engineering, Faculty of Engineering, The University of Hong Kong, Hong Kong SAR, China · Centre for Transformative Garment Production, Hong Kong SAR, China · Department of Electrical and Electronic Engineering, Faculty of Engineering, The University of Hong Kong, Hong Kong SAR, China

  20. UPolarSQ: Polar Representation Learning for Optic Disc and Peripapillary Atrophy Segmentation and Quantification in Fundus Photographs

    Aug 9, 2026Mengxian He, Yunyun sun, Ziyue Gao +3Medical Image AnalysisMedical Image Segmentation

    Department of Biomedical Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China · Capital Medical University, Beijing, China

  21. BAP-MOS: Bandit-Based Adaptive Prompting for Boundary-Sensitive Multi-Organ Segmentation

    Aug 8, 2026Satvik Praveen, Shengji Jin, Ahmed Lamidi +2Ultrasound Image SegmentationPromptable Image Segmentation

    Computer Science & Engineering, University of South Florida, Tampa, USA · Department of Physics and Astronomy, Stony Brook University, Stony Brook, USA

  22. 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

  23. From Transparent Labware Segmentation to Collision Avoidance: A Real-Time Edge-Aware Perception Pipeline

    Aug 5, 2026Shijun Ding, Chen Qian, Weiwei Shang +1Image SegmentationInstance Segmentation

  24. STC-Net: Electroluminescence-Based Solar Cell Crack Segmentation for Power Loss Estimation

    Aug 3, 2026Shanaka Ramesh Gunasekara, Akila Eranda Devanarayana, Imasha Guruge +2Topology-Preserving Image SegmentationBoundary-Aware Segmentation

    RMIT University Melbourne, Australia · University of Jaffna Jaffna, Sri Lanka · Clean Energy Council Melbourne, Australia

  25. UCBound-Net: Uncertainty-Guided Boundary-Aware Continual Learning for Domain-Incremental Ultrasound Segmentation

    Aug 2, 2026Mohammad Amanour RahmanUltrasound Image SegmentationContinual Learning

    Ahsanullah University of Science and Technology, Dhaka, Bangladesh

  26. BATS: Resource-Efficient Volumetric Segmentation with Boundary-Aware Mixed-Resolution Tokens

    Jul 29, 2026David Hagerman, Roman Naeem, Fredrik KahlImage Segmentation3D Medical Image Segmentation

    Chalmers University of Technology, 412 96 Gothenburg, Sweden

  27. Lag-aware cross-hand alignment for dual-hand action segmentation

    Jul 28, 2026Fatemeh ZiaeetabarTemporal Action SegmentationBoundary-Aware Segmentation

    Department of Computer Science, School of Mathematics, Statistics and Computer Science, College of Science, University of Tehran, Tehran, Iran

  28. Perturbation-Aware Diffusion-Guided Hybrid Segmentation for Robust and Annotation-Efficient Plant Stress Phenotyping

    Jul 26, 2026Gurbhit Chaurakoti, Soumyashree KarImage SegmentationPlant Phenotyping

    Department of Electrical Engineering, National Institute of Technology Delhi, New Delhi, 110036, India · Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Powai, Mumbai, 400076, India

  29. A Smooth Phase-Separation Model for Weak-Boundary Segmentation of Homogeneous Structures

    Jul 24, 2026Zihan Li, Jiebao Sun, Fanghui Song +1Image SegmentationMedical Image Segmentation

    School of Mathematics, Harbin Institute of Technology, Harbin 150001, China

  30. Risk-Routed Implicit Boundary Refinement for Robust Ultrasound Image Segmentation

    Jul 23, 2026Jingguo Qu, Xinyang Han, Xiang Wang +8Ultrasound Image SegmentationImplicit Neural Representations

    Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong, China · Centre for Smart Health and School of Nursing, The Hong Kong Polytechnic University, Hong Kong, China · Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Hong Kong, China