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UNETR: Transformers for 3D Medical Image Segmentation

v1v2v3 (latest)

UNETR: Transformers for 3D Medical Image Segmentation

IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021

18 March 2021

Ali Hatamizadeh

Andriy Myronenko

Bennett Landman

ArXiv (abs)PDF HTML

Papers citing "UNETR: Transformers for 3D Medical Image Segmentation"

50 / 692 papers shown

HBFormer: A Hybrid-Bridge Transformer for Microtumor and Miniature Organ Segmentation

HBFormer: A Hybrid-Bridge Transformer for Microtumor and Miniature Organ Segmentation

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Breast Cell Segmentation Under Extreme Data Constraints: Quantum Enhancement Meets Adaptive Loss Stabilization

Breast Cell Segmentation Under Extreme Data Constraints: Quantum Enhancement Meets Adaptive Loss Stabilization

Varun Kumar Dasoju

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02 Dec 2025

MasHeNe: A Benchmark for Head and Neck CT Mass Segmentation using Window-Enhanced Mamba with Frequency-Domain Integration

MasHeNe: A Benchmark for Head and Neck CT Mass Segmentation using Window-Enhanced Mamba with Frequency-Domain Integration

Thao Thi Phuong Dao

Nguyen Chi Thanh

Truong Hoang Viet

Minh-Triet Tran

94

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0

01 Dec 2025

nnMobileNet++: Towards Efficient Hybrid Networks for Retinal Image Analysis

nnMobileNet++: Towards Efficient Hybrid Networks for Retinal Image Analysis

Oana Dumitrascu

153

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01 Dec 2025

Toward Content-based Indexing and Retrieval of Head and Neck CT with Abscess Segmentation

Toward Content-based Indexing and Retrieval of Head and Neck CT with Abscess Segmentation

Thao Thi Phuong Dao

Tan-Cong Nguyen

Truong Hoang Viet

Nguyen Chi Thanh

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Minh-Triet Tran

109

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0

01 Dec 2025

Diffusion Model in Latent Space for Medical Image Segmentation Task

Diffusion Model in Latent Space for Medical Image Segmentation Task

Huynh Trinh Ngoc

Toan Nguyen Hai

587

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01 Dec 2025

Probabilistic Modeling of Multi-rater Medical Image Segmentation for Diversity and Personalization

59

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30 Nov 2025

Stable-Drift: A Patient-Aware Latent Drift Replay Method for Stabilizing Representations in Continual Learning

Stable-Drift: A Patient-Aware Latent Drift Replay Method for Stabilizing Representations in Continual Learning

Stefanos D. Kollias

314

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27 Nov 2025

Hard Spatial Gating for Precision-Driven Brain Metastasis Segmentation: Addressing the Over-Segmentation Paradox in Deep Attention Networks

Hard Spatial Gating for Precision-Driven Brain Metastasis Segmentation: Addressing the Over-Segmentation Paradox in Deep Attention Networks

Rowzatul Zannath Prerona

95

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0

27 Nov 2025

MedSAM3: Delving into Segment Anything with Medical Concepts

MedSAM3: Delving into Segment Anything with Medical Concepts

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24 Nov 2025

DEAP-3DSAM: Decoder Enhanced and Auto Prompt SAM for 3D Medical Image Segmentation

DEAP-3DSAM: Decoder Enhanced and Auto Prompt SAM for 3D Medical Image SegmentationIEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2024

233

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Scaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers

Scaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers

Christiaan Viviers

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Fons van der Sommen

209

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21 Nov 2025

MaskMed: Decoupled Mask and Class Prediction for Medical Image Segmentation

MaskMed: Decoupled Mask and Class Prediction for Medical Image Segmentation

302

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19 Nov 2025

CoTBox-TTT: Grounding Medical VQA with Visual Chain-of-Thought Boxes During Test-time Training

CoTBox-TTT: Grounding Medical VQA with Visual Chain-of-Thought Boxes During Test-time Training

Zhangtianyi Chen

142

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0

16 Nov 2025

MMRINet: Efficient Mamba-Based Segmentation with Dual-Path Refinement for Low-Resource MRI Analysis

MMRINet: Efficient Mamba-Based Segmentation with Dual-Path Refinement for Low-Resource MRI Analysis

Abdelrahman Elsayed

279

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0

15 Nov 2025

MTMed3D: A Multi-Task Transformer-Based Model for 3D Medical Imaging

MTMed3D: A Multi-Task Transformer-Based Model for 3D Medical Imaging

124

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15 Nov 2025

Cancer-Net PCa-MultiSeg: Multimodal Enhancement of Prostate Cancer Lesion Segmentation Using Synthetic Correlated Diffusion Imaging

Cancer-Net PCa-MultiSeg: Multimodal Enhancement of Prostate Cancer Lesion Segmentation Using Synthetic Correlated Diffusion Imaging

141

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Fast Multi-Organ Fine Segmentation in CT Images with Hierarchical Sparse Sampling and Residual Transformer

Fast Multi-Organ Fine Segmentation in CT Images with Hierarchical Sparse Sampling and Residual Transformer

Gerardo Hermosillo Valadez

241

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11 Nov 2025

A Second-Order Attention Mechanism For Prostate Cancer Segmentation and Detection in Bi-Parametric MRI

A Second-Order Attention Mechanism For Prostate Cancer Segmentation and Detection in Bi-Parametric MRI

Fabio Martínez

145

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07 Nov 2025

When Swin Transformer Meets KANs: An Improved Transformer Architecture for Medical Image Segmentation

When Swin Transformer Meets KANs: An Improved Transformer Architecture for Medical Image Segmentation

Nishchal Sapkota

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165

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06 Nov 2025

Enhancing Medical Image Segmentation via Heat Conduction Equation

Enhancing Medical Image Segmentation via Heat Conduction Equation

130

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Forecasting Future Anatomies: Longitudinal Brain Mri-to-Mri Prediction

Forecasting Future Anatomies: Longitudinal Brain Mri-to-Mri Prediction

Deepika Koundal

186

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04 Nov 2025

CenterMamba-SAM: Center-Prioritized Scanning and Temporal Prototypes for Brain Lesion Segmentation

CenterMamba-SAM: Center-Prioritized Scanning and Temporal Prototypes for Brain Lesion Segmentation

236

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03 Nov 2025

MoME: Mixture of Visual Language Medical Experts for Medical Imaging Segmentation

MoME: Mixture of Visual Language Medical Experts for Medical Imaging Segmentation

Arghavan Rezvani

165

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30 Oct 2025

Generative AI for Healthcare: Fundamentals, Challenges, and Perspectives

Generative AI for Healthcare: Fundamentals, Challenges, and Perspectives

292

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28 Oct 2025

Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging

Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging

Ibrahim Ethem Hamamci

Hadrien Reynaud

148

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23 Oct 2025

Scaling Tumor Segmentation: Best Lessons from Real and Synthetic Data

Scaling Tumor Segmentation: Best Lessons from Real and Synthetic Data

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200

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16 Oct 2025

Towards Generalist Intelligence in Dentistry: Vision Foundation Models for Oral and Maxillofacial Radiology

Towards Generalist Intelligence in Dentistry: Vision Foundation Models for Oral and Maxillofacial Radiology

232

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DRBD-Mamba for Robust and Efficient Brain Tumor Segmentation with Analytical Insights

DRBD-Mamba for Robust and Efficient Brain Tumor Segmentation with Analytical Insights

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415

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DTEA: Dynamic Topology Weaving and Instability-Driven Entropic Attenuation for Medical Image Segmentation

DTEA: Dynamic Topology Weaving and Instability-Driven Entropic Attenuation for Medical Image Segmentation

121

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13 Oct 2025

SAM2-3dMed: Empowering SAM2 for 3D Medical Image Segmentation

SAM2-3dMed: Empowering SAM2 for 3D Medical Image Segmentation

80

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10 Oct 2025

Random Window Augmentations for Deep Learning Robustness in CT and Liver Tumor Segmentation

Random Window Augmentations for Deep Learning Robustness in CT and Liver Tumor Segmentation

Kristoffer Wickstrøm

Michael C. Kampffmeyer

Karl Øyvind Mikalsen

137

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09 Oct 2025

A Total Variation Regularized Framework for Epilepsy-Related MRI Image Segmentation

A Total Variation Regularized Framework for Epilepsy-Related MRI Image Segmentation

Reza Shahbazian

76

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Advances in Medical Image Segmentation: A Comprehensive Survey with a Focus on Lumbar Spine Applications

Advances in Medical Image Segmentation: A Comprehensive Survey with a Focus on Lumbar Spine ApplicationsComputers in Biology and Medicine (Comput. Biol. Med.), 2025

Essam A. Rashed

146

1

0

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K-Prism: A Knowledge-Guided and Prompt Integrated Universal Medical Image Segmentation Model

K-Prism: A Knowledge-Guided and Prompt Integrated Universal Medical Image Segmentation Model

Dimitris N. Metaxas

160

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29 Sep 2025

BALR-SAM: Boundary-Aware Low-Rank Adaptation of SAM for Resource-Efficient Medical Image Segmentation

BALR-SAM: Boundary-Aware Low-Rank Adaptation of SAM for Resource-Efficient Medical Image Segmentation

193

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MSD-KMamba: Bidirectional Spatial-Aware Multi-Modal 3D Brain Segmentation via Multi-scale Self-Distilled Fusion Strategy

MSD-KMamba: Bidirectional Spatial-Aware Multi-Modal 3D Brain Segmentation via Multi-scale Self-Distilled Fusion Strategy

124

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28 Sep 2025

Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation

Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation

158

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26 Sep 2025

Citrus-V: Advancing Medical Foundation Models with Unified Medical Image Grounding for Clinical Reasoning

Citrus-V: Advancing Medical Foundation Models with Unified Medical Image Grounding for Clinical Reasoning

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198

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SAM-DCE: Addressing Token Uniformity and Semantic Over-Smoothing in Medical Segmentation

SAM-DCE: Addressing Token Uniformity and Semantic Over-Smoothing in Medical Segmentation

213

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21 Sep 2025

SLaM-DiMM: Shared Latent Modeling for Diffusion Based Missing Modality Synthesis in MRI

SLaM-DiMM: Shared Latent Modeling for Diffusion Based Missing Modality Synthesis in MRI

Bhavesh Sandbhor

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136

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19 Sep 2025

UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation

UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation

Georges El Fakhri

137

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Uncertainty-Gated Deformable Network for Breast Tumor Segmentation in MR Images

Uncertainty-Gated Deformable Network for Breast Tumor Segmentation in MR Images

146

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Frequency-Aware Ensemble Learning for BraTS 2025 Pediatric Brain Tumor Segmentation

Frequency-Aware Ensemble Learning for BraTS 2025 Pediatric Brain Tumor Segmentation

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HybridMamba: A Dual-domain Mamba for 3D Medical Image Segmentation

HybridMamba: A Dual-domain Mamba for 3D Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025

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DyGLNet: Hybrid Global-Local Feature Fusion with Dynamic Upsampling for Medical Image Segmentation

DyGLNet: Hybrid Global-Local Feature Fusion with Dynamic Upsampling for Medical Image Segmentation

142

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CECT-Mamba: a Hierarchical Contrast-enhanced-aware Model for Pancreatic Tumor Subtyping from Multi-phase CECT

CECT-Mamba: a Hierarchical Contrast-enhanced-aware Model for Pancreatic Tumor Subtyping from Multi-phase CECT

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Enriched text-guided variational multimodal knowledge distillation network (VMD) for automated diagnosis of plaque vulnerability in 3D carotid artery MRI

Enriched text-guided variational multimodal knowledge distillation network (VMD) for automated diagnosis of plaque vulnerability in 3D carotid artery MRI

182

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MultiMAE for Brain MRIs: Robustness to Missing Inputs Using Multi-Modal Masked Autoencoder

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122

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14 Sep 2025

Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models

Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language ModelsIEEE journal of biomedical and health informatics (JBHI), 2025

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