Medical Image Segmentation

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Period ending 2026-09-21

16 new papers

A weekly snapshot of new work published in Medical Image Segmentation.

Period ending 2026-09-14

15 new papers

A weekly snapshot of new work published in Medical Image Segmentation.

Period ending 2026-09-07

33 new papers

A weekly snapshot of new work published in Medical Image Segmentation.

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510 papers

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  1. ICM: Intra-class Mixing for Domain Adaptation in Adverse Weather

    Sep 23, 2026Boying Li, Chang Liu, Britta Ayano Wilde +4Domain AdaptationDense Semantic Segmentation

  2. Learning Spectral Allocation: A Fractional Diffusion Framework for Adaptive Volumetric Segmentation

    Sep 23, 2026Yi-Hui Shen, Tie-Qiang LiMedical Image Segmentation

  3. HyperCLIP++: Fine-tuning CLIP forOpen-vocabulary Semantic Segmentation in Hyperbolic Space

    Sep 21, 2026Zelin Peng, Zhengqin Xu, Changsong Wen +4Dense Semantic Segmentation

  4. G^2RA-NET: Graph-based Cross-Slice Relation Modeling with Attention Gating for Medical Image Segmentation

    Sep 17, 2026Shengye Wang, Zonglin Wu, Liang Fan +2Medical Image SegmentationVolume

  5. Open ultrasound foundation model for robust segmentation and clinical measurement across heterogeneous settings

    Sep 16, 2026Chao Qin, Fahad Shahbaz Khan, Salman Khan +4UltrasoundRobust Segmentation

  6. Exploring 2D backbone effects for indoor semantic occupancy prediction

    Sep 15, 2026Shizhang Fanga, Wanling Yea, Qi Zheng3D Semantic Occupancy PredictionVoxel

  7. TEDi: Temporal Memory-Enhanced and Denoising Transformer for Surgical Instrument Segmentation

    Sep 15, 2026Jiahong Yuan, Weiming Mi, Tao Zhang +1Medical Image SegmentationSpatio-Temporal Transformers

  8. De-GAN - Dynamic Parameter Tuned GAN for 3D Medical Image Segmentation: A Step Towards Generalisation

    Sep 15, 2026Zoha Usama, Azadeh AlaviBrain Tumor SegmentationMedical Image Segmentation

  9. Channel-Wise and Token-Aware Post-Training Quantization for Visual State Space Duality

    Sep 15, 2026Jonghyeon Lim, Changhoon YimWeight-Only QuantizationQuantization

  10. 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 SegmentationDense Semantic Segmentation

  11. A Unified Vision-Language Model for PSMA PET/CT Report Generation, Visual Question Answering, and Lesion Segmentation

    Sep 14, 2026Yang Xing, Jiong Wu, Savas Ozdemir +11Lesion SegmentationMedical Vision-Language Models

  12. Assessing nnU-Net Generalization across Brain Tumor Populations in BraTS-GoAT 2026

    Sep 14, 2026Tristan Kirscher, Vivian Metzger, Philippe Meyer +1Brain Tumor SegmentationBrain Tumor Classification

  13. ViCo-SAM3: Vision-Conditioned Alignment for Open-Vocabulary Camouflaged Object Segmentation

    Sep 14, 2026Qiangqiang Zhou, Wenjun Tang, Yong Chen +2Open-VocabularyVision-Language Alignment

  14. MAAPO:an innovative membrane algorithm based on artificial protozoa optimizer for multilevel threshold image segmentation

    Sep 14, 2026Xiaopeng Wang, Vaclav Snasel, Seyedali Mirjalili +1Robust SegmentationMultilevel Image Thresholding

  15. 3D CT-to-PET Translation via Latent Brownian Bridge Diffusion

    Sep 14, 2026Sarita Mourya, Francesco Di Feola, Pierangelo Veltri +1Positron Emission Tomography3D Latent Diffusion Model

  16. Unified CT and MRI Pancreas Segmentation for Label-Efficient Cross-Modality Subregion Transfer

    Sep 14, 2026Ziliang Hong, Hongyi Pan, Halil Ertugrul Aktas +7Lesion SegmentationCross-Modality

  17. Bridging Vision Foundation Model Priors with CLIP for Spatial-aware Few-shot Anomaly Detection in Medical Images

    Sep 14, 2026Juzheng Miao, Yuchen Yuan, Cheng Chen +1LesionMedical Imaging

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

    Sep 14, 2026Anima KujurMedical Image SegmentationU-Net

  19. ThreshGuide: Class-Aware Labeled-Guided Thresholding for Semi-Supervised 3D Abdominal Multi-Organ Segmentation

    Sep 14, 2026Hongyu Liu, Yinlong Wang, Lusha Li +1Medical Image SegmentationPseudo-Labeling

  20. GRIPNet: Gaussian Radial Intensity Prior Guided Architecture for Pulmonary Nodule Detection in CT

    Sep 12, 2026Haojie Yang, Ran SuLung-Nodule DetectorLesion

  21. R4Tun: LLM-guided adaptive segmental tunnel lining segmentation in point clouds

    Sep 11, 2026Xinghui Tao, Zehao Ye, Guangming Wang +2Segmentation ModelLarge Language Model Adaptation

  22. SCINTILLA-SNN: A Spiking Multi-Scale Selective Aggregation Network for Perineural Invasion Prediction

    Sep 11, 2026Youngung Han, Yului Jeong, Kyeonghun Kim +11Spiking Neural NetworksCholangiocarcinoma

  23. Spectral Adapters for Segment Anything Model-based Segmentation of Colorectal Liver Metastases in Computed Tomography

    Sep 11, 2026Ramtin Mojtahedi, Mohammad Hamghalam, Jacob J. Peoples +6Lesion SegmentationSegment Anything Model

  24. Scale-Aware 3D Deep Learning for Robust Brain Metastasis Detection in Multimodal MRI

    Sep 9, 2026Sylvain Jaume, Hongming Wang, Simon K. WarfieldMagnetic Resonance ImagingLesion

  25. AgroVisNet: A lightweight Convolutional Network and the BD-PlantDX Expert-Validated Benchmark for Radish, Potato and Pointed Gourd Disease Classification

    Sep 9, 2026Md. Abdullah Mandal, Saad Ahmed, Md. Khalid SyfullahTomato DiseasesConvolutional Neural Networks

  26. When Fusion Fails: Corruption-Aware Rebalanced Fusion for Multi-Modal Medical Image Segmentation

    Sep 9, 2026Yuchen Pei, Xiaoyu Hu, Yixiong Zou +5Medical Image SegmentationFusion

  27. LeCor: Learning to Be Corrected by Meta-Learned Test-Time Training for Interactive 3D Lung-Tumour Segmentation

    Sep 8, 2026Yi Luo, Yike Guo, Wenxuan Li +3Lesion SegmentationRadiotherapy

  28. Medical AI Encodes a "Feeling of Error": Verifying Cancer Segmentation via Internal Concepts

    Sep 8, 2026Mengmeng Ma, Yunxiang Peng, Tang Li +4Lesion SegmentationEtsi-Compliant Class Activation Map

  29. MorphoOrgaAgent: A Foundation-Model-Based Multi-Agent System for Autonomous Organoid Analysis

    Sep 8, 2026Hanyi Zhang, Maximilian Hoermann, Lion J. Gleiter +5Tissue ArchitectureAgent Framework

  30. CoordFormer: Give Me Any Coordinates and I Will Give You Labels

    Sep 8, 2026Iacopo Curti, Pierluigi Zama Ramirez, Alioscia Petrelli +1Dense Semantic SegmentationHigh-Resolution

  31. TRIUNE-Net: Harmonizing Scale, Shape, and Efficiency in Pancreatic Tumor Segmentation

    Sep 8, 2026Amir Hossein Saleknia, Alireza Kheyrkhah, Sanaz Karimijafarbigloo +5Lesion SegmentationPopular Deformable Convolutions

  32. Latent-to-Latent Flow for Volumetric Stochastic Segmentation

    Sep 7, 2026Omar Todd, Sooha Kim, Raghav Mehta +5Medical Image SegmentationVolume

  33. Efficient Semantic Understanding from Digital Foveation

    Sep 3, 2026Caterina Caccavella, Vittorio Fra, Andreas Ziegler +2Dense Semantic SegmentationVision Sensors

  34. Cooperative Multi-Task Semantic Communication for Joint Classification and Regression Tasks

    Sep 3, 2026Ahmad Halimi Razlighi, Mohammad Siddiqur Rahman, Maximilian H. V. Tillmann +2Semantic CommunicationsMulti--Task Learning

  35. DropClick: Semi-Automated One-Click Segmentation for Agricultural Robotic Data

    Sep 3, 2026Patrick Zimmer, Michael Halstead, Chris McCoolAgricultural RobotsSegmentation Model

  36. Feature Reconfiguration With Visual Prior for Medical Lesion Segmentation

    Sep 3, 2026Yinan Liu, Jiankang Hong, Zhen Gao +1Lesion SegmentationMedical Imaging

  37. FoRIS: Progressive Foreground Refinement for Training-Free In-Context Segmentation

    Sep 3, 2026Ming Hu, Jianfu Yin, Mingyu Dou +5Robust SegmentationIn-Context Learning

  38. Improving Clinical Target Volume Segmentation Accuracy using Anatomical Priors and Active Learning for the AGITG TOPGEAR Clinical Trial

    Sep 2, 2026Phillip Chlap, Mark Lee, Trevor Leong +11Medical Image SegmentationAnatomical Priors

  39. InstEditSeg: Instruction-Driven Image Editing for Polyp and Skin Lesion Segmentation

    Sep 2, 2026Ziquan Liu, Zhewei Zhu, Xuyang ShiPolyp SegmentationLesion Segmentation

  40. InsightSeg: Reusing Correction Insights for Guideline-Consistent Segmentation

    Sep 2, 2026Vanshika Vats, Ashwani Rathee, James DavisDense Semantic SegmentationSample-Wise 2D Refinement

  41. UI-VISA: U-Net Initialized Vascular Image Segmentation Architecture

    Sep 1, 2026Asees Kaur, Suzanne S. Sindi, Erica M. RutterRetinal Vessel SegmentationMedical Image Segmentation

  42. BS: Take the Hint - Interactive Multitracer PET/CT Lesion Segmentation with a Scribble-Conditioned ResEnc U-Net

    Sep 1, 2026Marven Sherif, Amgad Elmasry, Youssef Ghazal +1Lesion SegmentationPositron Emission Tomography

  43. GazeRefine: Expert Gaze as a Test-Time Prompt for Training-Free Medical Image Segmentation

    Sep 1, 2026Mohammed Oussama Benyahia, Marouane Tliba, Mohamed Amine Kerkouri +10Few-Shot Medical Image SegmentationMedical Image Segmentation

  44. FTU-Seek: Foundation Model-Guided Hard-Negative Learning for Sparse Functional Tissue Unit Segmentation

    Sep 1, 2026Zonghao Liu, Lei Su, Jiguang Yu +4Lesion SegmentationPathology Foundation Models

  45. Expert-like Bone Ultrasound Segmentation through Expert-in-the-loop Mask-conditioned Progressive Learning

    Aug 31, 2026Arash Tavangar, Larissa K. Chiu, Hamidreza Khodashenas +2UltrasoundMedical Image Segmentation

  46. Instance-Guided Report Anchoring for Text-Free 3D Abnormality Segmentation in Chest CT

    Aug 31, 2026Zhenyu Bu, Haoyan Ding, Chushu Shen +7Computed Tomography DatasetMedical Image Segmentation

  47. Pretrained, Curriculum-Tuned, and Ensembled: A Tracer-Aware Interactive Segmentation Pipeline for AutoPET V

    Aug 31, 2026Xinglong Liang, Chunyao Lu, Tianyu Zhang +4Lesion SegmentationSegmentation Model

  48. Federated Multi-Task Learning for Bladder Tumor Segmentation and MIBC Classification Using a Hybrid CNN-Transformer Architecture

    Aug 31, 2026Malhar Udmale, Divyanshu Dwivedi, Aarohi Dhand +3Lesion SegmentationSwin

  49. Towards a Joint Khmer Text Recognition and Word Segmentation

    Aug 31, 2026Marry Kong, Rina Buoy, Sovisal Chenda +3Segmentation ModelNamed-Entity Recognition

  50. MedSegBenchmarker: A Raw-Count-First Framework for Controlled 2D Medical Image Segmentation Benchmarks

    Aug 30, 2026Vanessa Borst, Lukas Horn, Daniel Grillmeyer +2Medical Image SegmentationSegmentation Model

  51. What to Preserve, Where to Adapt: A Depth-Wise Analysis of Forgetting in Continual Gynecological Image Segmentation

    Aug 13, 2026Amal Saqib, Tausifa Jan Saleem, Numan Saeed +1Catastrophic ForgettingMedical Image Segmentation

  52. Reliability analysis for BraTS-GoAT segmentation: a controlled robustness study of deep-ensemble uncertainty

    Aug 13, 2026Riya Deepak Shet, Le ZhangBrain Tumor SegmentationEnsemble

  53. 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 SegmentationRobust Segmentation

  54. Inference-Time Orthogonal Seeding Enables Geometry-Aligned 3D Organ Segmentation for Slice-Propagation Methods

    Aug 12, 2026Md Rakibul Haque, Tushar Kataria, Shireen Y. ElhabianMedical Image Segmentation3D Semantic Segmentation

  55. PseudoMapLabeler: Confidence-Aware Pseudo-Label Generation for Semi-Supervised Online Mapping

    Aug 12, 2026Chikao Tsuchiya, Dhaval Bhanderi, David Ilstrup +2Lane-Level Map GenerationPseudo-Labeling

  56. M-Net: Integrating Spectral Features and Physical Field Operators into Deep Learning for Medical Image Segmentation

    Aug 12, 2026Jing Zhu, Ye Wang, Fumin WangMedical Image SegmentationU-Net

  57. Predicting Functions, Not Features: KANs with Function-Space Joint-Embedding Predictive Learning for Medical Image Segmentation

    Aug 12, 2026Yungeng Liu, Xuanzi Fang, Yuge Zhang +3Medical Image SegmentationJoint-Embedding Predictive Architectures

  58. CoDiR: Confidence-Guided Diffusion Refinement for Semi-Supervised Histopathology Segmentation

    Aug 12, 2026Hoai Nhan Pham, Dang-Nguyen Bui, Le-Van Thai +7Segmentation ModelDiffusion Refinement

  59. KANResDiff: Learning Local Residual Diffusion via Kolmogorov-Arnold Network for Ambiguous Medical Image Segmentation

    Aug 12, 2026Fanding Li, Chenglin Wang, Xiangyu Li +9Medical Image SegmentationDiffusion Refinement

  60. Generative Semantic Segmentation via an Observable Semantic-Image Interface and Hierarchical Generator Evidence Alignment

    Aug 12, 2026Weize Cai, Yongqi Dong, Zhida Shao +1Dense Semantic SegmentationLarge-Scale Image Generation