Brain Tumor Segmentation

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Brain Tumor ClassificationGlioma

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Period ending 2026-09-21

3 new papers

A weekly snapshot of new work published in Brain Tumor Segmentation.

Period ending 2026-09-14

2 new papers

A weekly snapshot of new work published in Brain Tumor Segmentation.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Brain Tumor Segmentation.

52 papers

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  1. Brain Metastases Segmentation for BraTS 2026 Task 1: A Multi-Architecture Comparison

    Sep 21, 2026Mahdi Islam, Musarrat TabassumBrain Tumor Segmentation

  2. VGG16-MCA UNet: Whole-Tumor Segmentation in 2D FLAIR MRI with Decoder-Side Channel Attention

    Sep 20, 2026Shubham Gajjar, Deep Joshi, Avi Poptani +1Brain Tumor Segmentation

  3. NeuroTS-Net: Multi-Class Semantic Segmentation of Pediatric Brain Tumors in Multi-Modal MRI

    Sep 15, 2026Darius Peteleaza, Razvan-Gabriel Dumitru, Bogdan Neamtu +3Brain Tumor SegmentationMagnetic Resonance Imaging

  4. 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

  5. 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

  6. Pre- and Post-Treatment Brain Metastases Segmentation Using nnU-Net with Post-Processing for BraTS 2026

    Sep 11, 2026Haobin Liu, Xin WangBrain Tumor SegmentationU-Net

  7. Sharpening the Ensemble: An SSIM-Aligned Residual Refiner for Brain-MRI Inpainting Post-Processing

    Sep 3, 2026Kubilay Kağan Kömürcü, İlkay ÖksüzBrain Tumor SegmentationDiffusion Refinement

  8. On the Role of MRI Sequences in Cross-Dataset Generalization for Brain Tumor Segmentation

    Aug 30, 2026Henrique Zan Grande, João G. Pitol, Lucas B. Schuck +3Brain Tumor SegmentationMagnetic Resonance Imaging

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

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

  10. Text-Guided Refinement of Multi-sequence Glioma Subregion Segmentation with a Vision-Language Foundation Model

    Aug 5, 2026Zach Eidex, Yu-nong Lin, Mojtaba Safari +4Brain Tumor SegmentationVision-Language

  11. Similarity Weighted Aggregation with Global Differential Privacy for Federated Brain Lesion Segmentation

    Aug 1, 2026Muhammad Irfan Khan, Eero Lehtonen, Joni Obradovic +4Federated LearningBrain Tumor Segmentation

  12. A Unified Benchmark of Deep Learning Models for Multi-task 3D Brain Tumor Segmentation from Magnetic Resonance Imaging

    Jul 30, 2026Diego J. Torrejón, Luna Y. Hernández, Javier SánchezBrain Tumor SegmentationMagnetic Resonance Imaging

  13. Now You Have My Healthy Attention: A U-DiT for Brain-MRI Inpainting

    Jul 30, 2026Danilo Danese, Angela Lombardi, Tommaso Di NoiaBrain Tumor SegmentationInpainting

  14. GLI-AL: A Multi-Modal Glioma MRI Label Resource with Unified Anatomy-Lesion Labels

    Jul 24, 2026Xingyu Xiang, Shuang Hao, Fan Wang +2Brain Tumor SegmentationBrain Tumor Classification

  15. Post-Operative Glioma Segmentation via Loss Stabilization, Normalization and Subspace Attention

    Jul 23, 2026Alexandru Crişan, Diana BorzaBrain Tumor SegmentationSwin

  16. FSB-Net: Frequency-Spatial Boundary Network for Brain Stroke Lesion Segmentation in Non-Contrast CT

    Jul 23, 2026Linke Fan, Xianglong Li, Huixin Huang +1Brain Tumor SegmentationStroke

  17. StrokeSeg2: Stroke Lesion Segmentation in Clinical Research Workflows

    Jul 22, 2026Youwan Mahé, Axel Plessis, Stéphanie Leplaideur +3Brain Tumor SegmentationStroke

  18. MIRAGE: Multi-scale Lesion-Informed Representation with Auxiliary Guidance for MRI Contrast Enhancement

    Jul 21, 2026Andrea Borghesi, Xin Wang, Jonas Teuwen +1Adaptive Histogram EqualizationLesion

  19. Lesion Segmentation in Moderate to Severe Traumatic Brain Injury: An nnU-Net Based Approach with Adaptive Normalization in the AIMS-TBI 2025 Challenge

    Jul 14, 2026Inhwa Son, Gaeun Lee, Sohyeon Sim +1Brain Tumor SegmentationLesion Segmentation

  20. TRACE-Seg3D: Counterfactual Context Auditing For Robust 3D Glioma Segmentation Under Institutional Shift

    Jul 8, 2026Nguyen Linh Dan Le, Nguyen Pham Hoang Le, Tran Dang KhoiBrain Tumor SegmentationMedical Image Segmentation

  21. RUFNet: Query-Guided Support Mask Refinement and Uncertainty Fusion based on Hybrid Mamba for Few-Shot Brain Tumor Segmentation

    Jul 6, 2026Dongyi He, Xiangkai Wang, Binbing Xu +5Brain Tumor SegmentationUncertainty-Aware Fusion

  22. Set-Inclusive Uncertainty Modeling for Robust Brain Tumor Segmentation

    Jun 29, 2026Seunghun Baek, Jihwan Park, Jaeyoon Sim +3Brain Tumor SegmentationMagnetic Resonance Imaging

  23. Automated brain tumor detection in MRI images using CNN and ResNet architectures

    Jun 25, 2026Annapurna V K, Asha N, K Paramesha +2Brain Tumor ClassificationBrain Tumor Segmentation

  24. Confidence is Not Reliability: Rethinking MC Dropout in Brain Tumour Segmentation

    Jun 17, 2026Xin Ci Wong, Duygu Sarikaya, Kieran Zucker +2Brain Tumor SegmentationCalibrated Uncertainty

  25. CoMNet: A MedNeXt-CorrDiff Framework for Multi-Site Brain Tumor Segmentation

    Jun 13, 2026Michael L. Evans, MD Fayaz Bin Hossen, MD Shibly Sadique +2Brain Tumor SegmentationResidual Learning

  26. Diffusion-Refined Segmentation and Vision-Language Interpretation for Pediatric Brain Tumor MRI

    Jun 12, 2026Wentao Ke, Jianche LiuBrain Tumor SegmentationDiffusion Refinement

  27. Unified MRI Brain Image Translation via Hierarchical Tumor Structure Comparison

    Jun 11, 2026Yupeng Cai, Jia Wei, Jianlong ZhouBrain Tumor SegmentationDual-Domain Equivariant Generative Adversarial Network

  28. ResNet-34 with Lightweight Decoder for Accurate and Efficient Segmentation of Fetal Brain MRI

    May 31, 2026Ashiqur Rahman, Muhammad E. H. Chowdhury, Md. Abu Sayed +3Brain Tumor SegmentationMagnetic Resonance Imaging

  29. A Novel Global Context-aware Deep Neural Network for Enhanced Brain Tumor Segmentation using Magnetic Resonance Images

    May 28, 2026Sourjya Mukherjee, Ananya Bhattacharjee, R. MuruganBrain Tumor SegmentationMagnetic Resonance Imaging

  30. Not All NVFP4 QAT Recipes Are Equal: How Architecture and Scale Shape Model Quality for Anomaly Segmentation

    May 26, 2026Zijian Du, Oleg RybakovSwinResnet-18

  31. ULF-Synth: Physics-Guided Ultra-Low-Field MRI Enhancement for Pediatric Neuroimaging

    May 23, 2026Toufiq Musah, Salvatore Calcagno, Federica Proietto Salanitri +3Magnetic Resonance ImagingMedical Image Generation

  32. SegGuidedNet: Sub-Region-Aware Attention Supervision for Interpretable Brain Tumor Segmentation

    May 21, 2026Hasaan Maqsood, Saif Ur Rehman Khan, Sebastian Vollmer +2Brain Tumor SegmentationBrain Tumor Classification

  33. D3Seg: Dependency-Aware Diffusion for Brain Tumor Segmentation with Missing Modalities

    May 21, 2026Danish Ali, Ajmal Mian, Naveed Akhtar +1Brain Tumor SegmentationMissing Modalities

  34. Virtual Nodes Guided Dynamic Graph Neural Network for Brain Tumor Segmentation with Missing Modalities

    May 16, 2026Sha Tao, Jiao Pan, Yu Guo +1Brain Tumor SegmentationMissing Modalities

  35. MHMamba: Multi-Head Mamba for 3D Brain Tumor Segmentation

    May 15, 2026Hanjun Tao, Hua Wang, Fan ZhangBrain Tumor SegmentationMagnetic Resonance Imaging

  36. Degradation-Aware Blur-Segmentation of Brain Tumor

    May 15, 2026Yuchun Wang, Xiaosong Li, Gefei Liang +1Brain Tumor Segmentation

  37. Automatic Landmark-Based Segmentation of Human Subcortical Structures in MRI

    May 14, 2026Ahmed Rekik, R. Jarrett Rushmore, Sylvain Bouix +1Brain Tumor SegmentationMagnetic Resonance Imaging

  38. MedFL-Stress: A Systematic Robustness Evaluation of Federated Brain Tumor Segmentation under Cross-Hospital MRI Appearance Shift

    May 9, 2026Kiran Naseer, Naveed Anwer ButtBrain Tumor SegmentationFederated Learning

  39. DINO-MVR: Multi-View Readout of Frozen DINOv3 for Annotation-Efficient Medical Segmentation

    May 8, 2026Wei Jiang, Feng Liu, Nan Ye +1Medical Image SegmentationDinov3

  40. Seeing What Shouldn't Be There: Counterfactual GANs for Medical Image Attribution

    May 6, 2026Shakeeb MurtazaCounterfactual LearningMedical Imaging

  41. DALight-3D: A Lightweight 3D U-Net for Brain Tumor Segmentation from Multi-Modal MRI

    May 6, 2026Nand Kumar Mishra, Dhruv Mishra, Dr Manu Pratap SinghBrain Tumor SegmentationU-Net

  42. Enhanced 3D Brain Tumor Segmentation Using Assorted Precision Training

    May 5, 2026Adwaitt Pandya, Ozioma C. Oguine, Harita Bhargava +1Brain Tumor SegmentationResnet-18

  43. M\textsuperscript{4}Fuse: Lightweight State-Space MoE with a Cross-Scale Gating Bridge for Brain Tumor Segmentation

    May 4, 2026Meihua Zhou, Xinyu Tong, Li YangBrain Tumor SegmentationMixture-of-Experts Models

  44. InfiltrNet: Dual-Branch CNN-Transformer Architecture for Brain Tumor Infiltration Risk Prediction

    May 4, 2026S M Asif Hossain, Shruti KshirsagarBrain Tumor SegmentationBrain Tumor Classification

  45. Exploring Entropy-based Active Learning for Fair Brain Segmentation

    May 3, 2026Ghazal Danaee, Mélanie Gaillochet, Christian Desrosiers +2Fairness-Aware LearningMedical Image Segmentation

  46. CoRE: Concept-Reasoning Expansion for Continual Brain Lesion Segmentation

    Apr 28, 2026Qianqian Chen, Anglin Liu, Jingyang Zhang +1Brain Tumor SegmentationEfficient Continual Learning

  47. Uni-Encoder Meets Multi-Encoders: Representation Before Fusion for Brain Tumor Segmentation with Missing Modalities

    Apr 24, 2026Peibo Song, Xiaotian Xue, Jinshuo Zhang +5Brain Tumor SegmentationMagnetic Resonance Imaging

  48. Topology-Driven Fusion of nnU-Net and MedNeXt for Accurate Brain Tumor Segmentation on Sub-Saharan Africa Dataset

    Apr 17, 2026Prabin Bohara, Pralhad Kumar Shrestha, Arpan Rai +8Brain Tumor SegmentationRefinement

  49. LoGSAM: Parameter-Efficient Cross-Modal Grounding for MRI Segmentation

    Mar 18, 2026Mohammad Robaitul Islam Bhuiyan, Sheethal Bhat, Melika QahqaieBrain Tumor SegmentationMagnetic Resonance Imaging

  50. BrainNormalizer: Anatomy-Informed Pseudo-Healthy Brain Reconstruction from Tumor MRI via Edge-Guided ControlNet

    Nov 17, 2025Min Gu Kwak, Yeonju Lee, Hairong Wang +2Brain Tumor SegmentationAnatomical Priors

  51. Uncertain but Useful: Leveraging CNN Training Variability into Data Augmentation

    Sep 5, 2025Inés Gonzalez-Pepe, Vinuyan Sivakolunthu, Yohan Chatelain +1Neuroimaging ModelsBrain Tumor Segmentation

  52. Uni-Light: An Ultra-Lightweight Framework via Uncertainty-Aware Knowledge Distillation for Brain Tumour Segmentation

    Date pendingLibing Kuang, Soren Salehi, Ziling Wu +2Brain Tumor SegmentationMagnetic Resonance Imaging