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nnFormer: Interleaved Transformer for Volumetric Segmentation
IEEE Transactions on Image Processing (TIP), 2021
7 September 2021
Hong-Yu Zhou
J. Guo
Yinghao Zhang
Lequan Yu
Liansheng Wang
Yizhou Yu
ViT
MedIm
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Papers citing
"nnFormer: Interleaved Transformer for Volumetric Segmentation"
50 / 136 papers shown
HBFormer: A Hybrid-Bridge Transformer for Microtumor and Miniature Organ Segmentation
IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2025
Fuchen Zheng
Xinyi Chen
Weixuan Li
Quanjun Li
J. Zhou
Xiaojiao Guo
Xuhang Chen
Chi-Man Pun
Shoujun Zhou
MedIm
297
0
0
03 Dec 2025
Scaling Self-Supervised and Cross-Modal Pretraining for Volumetric CT Transformers
Cris Claessens
Christiaan Viviers
Giacomo DÁmicantonio
Egor Bondarev
Fons van der Sommen
MedIm
ViT
3DPC
MDE
249
1
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21 Nov 2025
Adaptive Morph-Patch Transformer for Aortic Vessel Segmentation
Zhenxi Zhang
Fuchen Zheng
Adnan Iltaf
Yifei Han
Zhenyu Cheng
Yue Du
Bin Li
Tianyong Liu
Shoujun Zhou
MedIm
249
0
0
10 Nov 2025
MSM-Seg: A Modality-and-Slice Memory Framework with Category-Agnostic Prompting for Multi-Modal Brain Tumor Segmentation
Yuxiang Luo
Qing Xu
Hai Huang
Yuqi Ouyang
Daming Gao
Wenting Duan
160
0
0
12 Oct 2025
Receptive Field Expanded Look-Up Tables for Vision Inference: Advancing from Low-level to High-level Tasks
Xi Zhang
Xiaolin Wu
178
1
0
12 Oct 2025
MSD-KMamba: Bidirectional Spatial-Aware Multi-Modal 3D Brain Segmentation via Multi-scale Self-Distilled Fusion Strategy
Dayu Tan
Ziwei Zhang
Yansan Su
Xin Peng
Yike Dai
Chunhou Zheng
Weimin Zhong
173
0
0
28 Sep 2025
HyCoVAD: A Hybrid SSL-LLM Model for Complex Video Anomaly Detection
Mohammad Mahdi Hemmatyar
Mahdi Jafari
Mohammad Amin Yousefi
Mohammad Reza Nemati
Mobin Azadani
Hamid Reza Rastad
Amirmohammad Akbari
260
0
0
26 Sep 2025
FMD-TransUNet: Abdominal Multi-Organ Segmentation Based on Frequency Domain Multi-Axis Representation Learning and Dual Attention Mechanisms
Fang Lu
Jingyu Xu
Qinxiu Sun
Qiong Lou
242
0
0
19 Sep 2025
Uncertainty-Gated Deformable Network for Breast Tumor Segmentation in MR Images
Yue Zhang
Jiahua Dong
Chengtao Peng
Qiuli Wang
Dan Song
Guiduo Duan
229
0
0
19 Sep 2025
U-Mamba2: Scaling State Space Models for Dental Anatomy Segmentation in CBCT
Zhi Qin Tan
Xiatian Zhu
Owen Addison
Yunpeng Li
Mamba
AI4CE
346
2
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15 Sep 2025
Enhancing 3D Medical Image Understanding with Pretraining Aided by 2D Multimodal Large Language Models
IEEE journal of biomedical and health informatics (JBHI), 2025
Qiuhui Chen
Xuancheng Yao
Huping Ye
Yi Hong
MedIm
165
1
0
11 Sep 2025
Dino U-Net: Exploiting High-Fidelity Dense Features from Foundation Models for Medical Image Segmentation
Yifan Gao
Haoyue Li
Feng Yuan
Xiaosong Wang
Xin Gao
MedIm
AI4CE
178
9
0
28 Aug 2025
Why Relational Graphs Will Save the Next Generation of Vision Foundation Models?
Social Science Research Network (SSRN), 2025
Fatemeh Ziaeetabar
185
0
0
25 Aug 2025
ASM-UNet: Adaptive Scan Mamba Integrating Group Commonalities and Individual Variations for Fine-Grained Segmentation
Bo Wang
Mengyuan Xu
Yue Yan
Yuqun Yang
Kechen Shu
Wei Ping
Xu Tang
Wei Jiang
Zheng You
Mamba
227
0
0
10 Aug 2025
SAGCNet: Spatial-Aware Graph Completion Network for Missing Slice Imputation in Population CMR Imaging
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Junkai Liu
N. Aung
Theodoros N. Arvanitis
Stefan K. Piechnik
Joao A C Lima
Steffen E. Petersen
Le Zhang
MedIm
151
3
0
09 Aug 2025
Iterative pseudo-labeling based adaptive copy-paste supervision for semi-supervised tumor segmentation
Knowledge-Based Systems (KBS), 2025
Qiangguo Jin
Hui Cui
Junbo Wang
Changming Sun
Yimiao He
Ping Xuan
L. Wang
Cong Cong
Leyi Wei
Ran Su
126
26
0
06 Aug 2025
RL-U
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2
Net: A Dual-Branch UNet with Reinforcement Learning-Assisted Multimodal Feature Fusion for Accurate 3D Whole-Heart Segmentation
Jierui Qu
Jianchun Zhao
OffRL
224
0
0
04 Aug 2025
EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer
Fatemeh Ziaeetabar
MedIm
153
3
0
02 Aug 2025
MLRU++: Multiscale Lightweight Residual UNETR++ with Attention for Efficient 3D Medical Image Segmentation
Nand Kumar Yadav
Rodrigue Rizk
William CW Chen
KC Santosh
298
2
0
22 Jul 2025
VesselSDF: Distance Field Priors for Vascular Network Reconstruction
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Salvatore Esposito
Daniel Rebain
A. Onken
Changjian Li
Oisin Mac Aodha
201
0
0
19 Jun 2025
MSLAU-Net: A Hybrid CNN-Transformer Network for Medical Image Segmentation
Libin Lan
Yanxin Li
Xiaojuan Liu
Juan Zhou
Jianxun Zhang
Nannan Huang
Yudong Zhang
ViT
MedIm
344
3
0
24 May 2025
TK-Mamba: Marrying KAN With Mamba for Text-Driven 3D Medical Image Segmentation
Haoyu Yang
Yuxiang Cai
Meixing Shi
Xuhong Zhang
Jintao Chen
...
Wenhui Lei
Yankai Jiang
Xiaoming Shi
Yankai Jiang
Jianwei Yin
Mamba
471
1
0
24 May 2025
Reconsider the Template Mesh in Deep Learning-based Mesh Reconstruction
Fengting Zhang
Boxu Liang
Qinghao Liu
Min Liu
Xiang Chen
Yaonan Wang
260
1
0
21 May 2025
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation
Haobo Wang
Yifeng Wu
Huimin Huang
Hongtao Wu
Jia-Xuan Jiang
...
Hao Zheng
Xian Wu
Yefeng Zheng
Jinping Xu
Jing Cheng
MedIm
402
0
0
09 May 2025
GaMNet: A Hybrid Network with Gabor Fusion and NMamba for Efficient 3D Glioma Segmentation
International Conference on Intelligent Computing (ICIC), 2025
Chengwei Ye
Ning Yang
Yufei Lin
Kangsheng Wang
Linuo Xu
Shuyan Liu
MedIm
888
1
0
08 May 2025
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification
Ting Yu Tsai
An Yu
Meghana Spurthi Maadugundu
Ishrat Jahan Mohima
Umme Habiba Barsha
Mei-Hwa F. Chen
Balakrishnan Prabhakaran
Ming-Ching Chang
374
3
0
05 May 2025
3D Deep-learning-based Segmentation of Human Skin Sweat Glands and Their 3D Morphological Response to Temperature Variations
IEEE Transactions on Medical Imaging (IEEE TMI), 2025
Shaoyu Pei
Renxiong Wu
Hao Zheng
Lang Qin
Shuaichen Lin
...
Wenjing Huang
Liang Luo
Mohan Qin
Wenshu Fan
Guangming Ni
3DH
284
0
0
24 Apr 2025
Benchmarking the Reproducibility of Brain MRI Segmentation Across Scanners and Time
Ekaterina Kondrateva
Sandzhi Barg
Mikhail Vasiliev
207
1
0
22 Apr 2025
Med-2D SegNet: A Light Weight Deep Neural Network for Medical 2D Image Segmentation
Md. Sanaullah Chowdhury
Salauddin Tapu
Noyon Kumar Sarkar
Ferdous Bin Ali
Lameya Sabrin
3DV
438
1
0
20 Apr 2025
PraNet-V2: Dual-Supervised Reverse Attention for Medical Image Segmentation
Bo-Cheng Hu
Ge-Peng Ji
Dian Shao
Deng-Ping Fan
368
9
0
15 Apr 2025
Multi-modal and Multi-view Fundus Image Fusion for Retinopathy Diagnosis via Multi-scale Cross-attention and Shifted Window Self-attention
Yonghao Huang
Leiting Chen
Chuan Zhou
280
0
0
12 Apr 2025
Leveraging Anatomical Priors for Automated Pancreas Segmentation on Abdominal CT
Anisa V. Prasad
T. Mathai
P. Mukherjee
Jianfei Liu
Ronald M. Summers
SSeg
338
4
0
09 Apr 2025
Longitudinal Assessment of Lung Lesion Burden in CT
T. Mathai
Benjamin Hou
Ronald M. Summers
265
3
0
09 Apr 2025
HER-Seg: Holistically Efficient Segmentation for High-Resolution Medical Images
Qing Xu
Zhenye Lou
Chenxin Li
Xiangjian He
Rong Qu
Tesema Fiseha Berhanu
Yi Wang
Wenting Duan
Daming Gao
MedIm
331
0
0
08 Apr 2025
MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
Zhaodong Wu
Qiaochu Zhao
Ming Hu
Yulong Li
Haochen Xue
...
Junjun He
Yu Qiao
Zhong Zheng
Feilong Tang
Jionglong Su
321
5
0
17 Mar 2025
Towards Universal Text-driven CT Image Segmentation
Yuheng Li
Yuxiang Lai
Maria Thor
Deborah Marshall
Zachary Buchwald
D. Yu
Xiaofeng Yang
MedIm
VLM
296
4
0
08 Mar 2025
Federated nnU-Net for Privacy-Preserving Medical Image Segmentation
Grzegorz Skorupko
Fotios Avgoustidis
Carlos Martín-Isla
Lidia Garrucho
Dimitri A. Kessler
...
Xavier Bargalló
Paulius Jaruševičius
Richard Osuala
Kaisar Kushibar
Karim Lekadir
FedML
638
2
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04 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation
Tassilo Wald
Saikat Roy
Hyunjin Park
Constantin Ulrich
Sebastian Ziegler
D. Trofimova
Raphael Stock
Michael Baumgartner
Gregor Köhler
Klaus H. Maier-Hein
ViT
MedIm
314
15
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03 Mar 2025
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation
IET Image Processing (IIP), 2025
Wang Jiangtao
Nur Intan Raihana Ruhaiyem
Fu Panpan
SSeg
1.1K
39
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09 Feb 2025
Motion-enhanced Cardiac Anatomy Segmentation via an Insertable Temporal Attention Module
M. Hasan
Guang Yang
Choon Hwai Yap
296
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24 Jan 2025
SegHeD+: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints and Lesion-aware Augmentation
Berke Doga Basaran
Paul M. Matthews
Wenjia Bai
323
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14 Dec 2024
Continuous Spatio-Temporal Memory Networks for 4D Cardiac Cine MRI Segmentation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Meng Ye
Bingyu Xin
L. Axel
Dimitris N. Metaxas
246
1
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30 Oct 2024
Taming Mambas for Voxel Level 3D Medical Image Segmentation
Luca Lumetti
Vittorio Pipoli
Kevin Marchesini
Elisa Ficarra
C. Grana
Federico Bolelli
MedIm
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235
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20 Oct 2024
REHRSeg: Unleashing the Power of Self-Supervised Super-Resolution for Resource-Efficient 3D MRI Segmentation
Zhiyun Song
Yue Zhao
Xiaomin Li
Manman Fei
Xiangyu Zhao
...
Chung-Hsing Yeh
Qian Wang
Guoyan Zheng
Songtao Ai
Lichi Zhang
312
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14 Oct 2024
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model
Yiwen Ye
Ziyang Chen
Jianpeng Zhang
Yutong Xie
Yong Xia
MedIm
171
10
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08 Oct 2024
SegHeD: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints
Berke Doga Basaran
Xinru Zhang
Paul M. Matthews
Wenjia Bai
192
2
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02 Oct 2024
An Uncertainty-Aware Generalization Framework for Cardiovascular Image Segmentation
Ting Yu Tsai
Li Lin
Yineng Chen
Connie W. Tsao
Shu Hu
...
Hongtu Zhu
Shao Lin
Ming-Ching Chang
Hongtu Zhu
Xin Wang
Mamba
367
5
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22 Sep 2024
SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance
Shun Zou
Mingya Zhang
Bingjian Fan
Zhengyi Zhou
Xiuguo Zou
Mamba
303
15
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17 Sep 2024
Autoregressive Sequence Modeling for 3D Medical Image Representation
AAAI Conference on Artificial Intelligence (AAAI), 2024
Siwen Wang
Churan Wang
Fei Gao
Lixian Su
Fandong Zhang
Yizhou Wang
Yizhou Yu
MedIm
469
5
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13 Sep 2024
Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation
Fuchen Zheng
Quanjun Li
Weixuan Li
Xuhang Chen
Yihang Dong
Guoheng Huang
Chi-Man Pun
Shoujun Zhou
MedIm
260
3
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12 Sep 2024
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