Remote Sensing Image Segmentation

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  1. VPRef: A Cross-Domain Benchmark for Referring Remote Sensing Image Segmentation

    Sep 15, 2026Quanwei Liu, Tao Huang, Jiaqi Yang +1Remote Sensing Image SegmentationVision-Language Model Adaptation

  2. 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 SegmentationFeature Pyramid

  3. 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 SegmentationPixel-Level Annotation

  4. Scale-based Approach for Active Wildfire Segmentation on Satellite Imagery

    Sep 1, 2026Matheus F. Kovaleski, Cristiano Premebida, João Ruivo PauloWildfire DetectionWildfire Prediction

  5. 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 SegmentationSemantic Region

  6. Entropy-Centric Explainable AI for Remote Sensing Image Segmentation

    Aug 11, 2026Ali Saleh, Abdul Karim Gizzini, Mohamad Ghassany +1Remote Sensing Image SegmentationExplainable Artificial Intelligence

  7. Evaluating Semantic and Spatial Guidance for Foundation Model Segmentation of Small-Scale PV in Remote Sensing Imagery

    Aug 11, 2026Roni Blushtein-Livnon, Tal Svoray, Osher Rafaeli +4Remote Sensing Image SegmentationRecent Vision Foundation Models

  8. GeoSeg-OV: Bridging Geospatial Gaps with Structural Guidance for Open-Vocabulary Remote Sensing Segmentation

    Aug 11, 2026Ruizhong Liu, Tingzhang Luo, Zaiyan Zhang +4Open-Vocabulary SegmentationRemote Sensing Image Segmentation

  9. Contrastive Mask Fidelity: Reference-Free Auditing of Ground-Truth Masks in Remote Sensing Semantic Segmentation

    Aug 10, 2026Shuaishuai Cao, Shuwei Peng, Meng Tang +5Remote Sensing Image SegmentationSemantic Segmentation

  10. UniEvo-RS: Omni-Prompt Unified Remote Sensing Segmentation with Representative Exemplar-Driven Prototype Evolution

    Aug 4, 2026Kunquan Zhang, Peilang Li, Xikun Hu +4Remote Sensing Image SegmentationRemote Sensing

  11. CROSS: Cascaded Distillation and Dual-Constraint Grounding for Remote Sensing Referring Segmentation

    Aug 4, 2026Tingzhang Luo, Ruizhong Liu, Yichao Liu +3Remote Sensing Image SegmentationSpatial Supervision

  12. ISRS-DETR: Detection-Guided Click Propagation for Remote Sensing Interactive Segmentation

    Aug 3, 2026Thanh Duc Pham, Anh Nguyen, Duong Duc Hieu +1Remote Sensing Image SegmentationRemote Sensing

  13. When Less Is More: A Controlled Benchmark of Lightweight CNNs for Satellite Land-Cover Segmentation on DeepGlobe

    Jul 25, 2026Atiq Ur Rehman, Joseph Michael DonovanRemote Sensing Image SegmentationLand Cover

  14. Foundation-Assisted Active Learning for Object Detection Annotation

    Jul 18, 2026Jinchang Zhang, Arnold Zumbrun, Jing Lin +1Object DetectionDense Annotation

  15. A Large-Scale Dataset and a New Method for RemoteSensing Traffic Object Segmentation

    Jul 4, 2026Zhigang Yang, Huiguang Yao, Linmao Tian +2Remote Sensing Image SegmentationObjects

  16. GeoSelect: Spatial-Program Execution for Training-Free Referring Remote Sensing Image Segmentation

    Jul 4, 2026Yuhang Jiang, Guohui Deng, Miaozhong Xu +3Remote Sensing Image SegmentationGeospatial Reasoning

  17. 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

  18. Semantic-Driven Scale and Spatial Selection for Efficient Cross-Modal Alignment in Referring Remote Sensing Image Segmentation

    Jun 29, 2026Kun Li, Shengxi Gui, Francesco Nex +1Remote Sensing Image SegmentationCross-Modal Alignment

  19. RSGPNet: Geometric Prompting for Remote Sensing Open-Vocabulary Semantic Segmentation

    Jun 25, 2026Shanwen Wang, Xin Sun, Sirui Wang +1Remote Sensing Image SegmentationSemantic Segmentation

  20. Efficient Remote Sensing Instance Segmentation with Linear-Time State Space Distilled Visual Foundation Models

    Jun 24, 2026Qinzhe Yang, Keyan Chen, Jia Xu +2Remote Sensing Image SegmentationRemote Sensing

  21. iSAGE: A Human-in-the-Loop Framework for Remote Sensing Semantic Segmentation via Sparse Point Supervision

    Jun 8, 2026Osmar Luiz Ferreira de Carvalho, Osmar Abilio de Carvalho Junior, Anesmar Olino de Albuquerque +1Remote Sensing Image SegmentationSemantic Segmentation

  22. PolyBuild: An End-to-End Method for Polygonal Building Contour Extraction from High-Resolution Remote Sensing Images

    Jun 8, 2026Yaoteng Zhang, Julin Zhang, Guangshuai Wang +4ContoursRemote Sensing Image Segmentation

  23. LALE: Lightweight-Transformer Architecture for Land-Cover Estimation

    Jun 1, 2026Ümit Mert Çağlar, Alptekin TemizelRemote Sensing Image SegmentationLand Cover

  24. Improving Visual Grounding in Remote Sensing via Cluster-Guided Refinement and Model Ensemble Voting

    May 30, 2026Panav Shah, Geet Sethi, Ashutosh GandheRemote Sensing Image SegmentationRemote Sensing

  25. RoadGIE: Towards A Global-Scale Aerial Benchmark for Generalizable Interactive Road Extraction

    May 26, 2026Chenxu Peng, Chenxu Wang, Yimian Dai +3Road NetworksRemote Sensing Image Segmentation

  26. SFR-Net: Learning Scale-Frustum Representations for Ultra-Wide Area Remote Sensing Image Segmentation

    May 25, 2026Chuyu Zhong, Keyan Chen, Qinzhe Yang +3Remote Sensing Image SegmentationPixels

  27. Image-Conditioned Instance Prompt Network for Referring Remote Sensing Image Segmentation

    May 23, 2026Biaoyu Ren, Qingsheng Wang, Cun Xu +2Remote Sensing Image SegmentationRemote Sensing

  28. Coarse-to-Fine Domain Incremental Learning with Attentive Distillation for Mining Footprint Segmentation in Multispectral Imagery

    May 23, 2026Alif Tri Handoyo, Vincent C. S. Lee, Rizka Widyarini Purwanto +3Remote Sensing Image SegmentationFeature Pyramid

  29. Axial-Relation Guided Fusion State Space Model for Optical-Elevation Sensing Image Segmentation

    May 16, 2026Feng Gao, Zhilin Jin, Yanhai Gan +2Remote Sensing Image SegmentationCross-Modal

  30. Highly Detailed and Generalizable Broadleaf Tree Crown Instance Segmentation from UAV Imagery

    May 15, 2026Mitsutaka Nakada, Takahiko Ikebata, Kengo Ikebata +7Aerial ImageryForests

  31. ELDOR: A Dataset and Benchmark for Illegal Gold Mining in the Amazon Rainforest

    May 14, 2026Kangning Cui, Surendra Bohara, Suraj Prasai +12Remote Sensing Image SegmentationUnmanned Aerial Vehicle Detection

  32. MPerS: Dynamic MLLM MixExperts Perception-Guided Remote Sensing Scene Segmentation

    May 11, 2026Ziyi Wang, Xianping Ma, Ziyao Wang +2Remote Sensing Image SegmentationScene Reasoning

  33. Remote SAMsing: From Segment Anything to Segment Everything

    Apr 30, 2026Osmar Luiz Ferreira de Carvalho, Osmar Abílio de Carvalho Júnior, Anesmar Olino de Albuquerque +1Remote Sensing Image SegmentationFew-Shot Segmentation

  34. 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

  35. HQ-UNet: A Hybrid Quantum-Classical U-Net with a Quantum Bottleneck for Remote Sensing Image Segmentation

    Apr 29, 2026Md Aminur Hossain, Ayush V. Patel, Ikshwaku Vanani +1Hybrid Quantum-Classical PipelineRemote Sensing Image Segmentation

  36. 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

  37. 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

  38. JSSFF: A Joint Structural-Semantic Fusion Framework for Remote Sensing Image Captioning

    Apr 27, 2026Swadhin Das, Vivek YadavRemote Sensing Image SegmentationImage Difference Captioning

  39. DiffuSAM: Diffusion Guided Zero-Shot Object Grounding for Remote Sensing Imagery

    Apr 20, 2026Geet Sethi, Panav Shah, Ashutosh Gandhe +1Remote Sensing Image SegmentationObject Localization

  40. Perturbation-Regularized Open-Vocabulary Remote Sensing Segmentation with Unified Multi-Domain Evaluation

    Apr 17, 2026Bingyu Li, Tao Huo, Haocheng Dong +4Remote Sensing Image SegmentationOpen-Vocabulary Segmentation

  41. ProtoFlow: Mitigating Forgetting in Class-Incremental Remote Sensing Segmentation via Low-Curvature Prototype Flow

    Apr 3, 2026Jiekai Wu, Rong Fu, Chuangqi Li +10Remote Sensing Image SegmentationLearnable Prototypes

  42. 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