nnFormer: Interleaved Transformer for Volumetric Segmentation

7 September 2021

Papers citing "nnFormer: Interleaved Transformer for Volumetric Segmentation"

50 / 115 papers shown

Title
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation H. Wang Yifeng Wu Huimin Huang Hongtao Wu Jia-Xuan Jiang ... Hao Zheng Xian Wu Yefeng Zheng Jinping Xu Jing Cheng MedIm 29 0 0 09 May 2025
GaMNet: A Hybrid Network with Gabor Fusion and NMamba for Efficient 3D Glioma Segmentation Chengwei Ye H. Zhang Yufei Lin Kangsheng Wang Linuo Xu Shuyan Liu MedIm 100 0 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 27 0 0 05 May 2025
Benchmarking the Reproducibility of Brain MRI Segmentation Across Scanners and Time Ekaterina Kondrateva Sandzhi Barg Mikhail Vasiliev 20 0 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 28 0 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 25 0 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 19 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 44 1 0 09 Apr 2025
Longitudinal Assessment of Lung Lesion Burden in CT T. Mathai Benjamin Hou Ronald M. Summers 29 0 0 09 Apr 2025
HRMedSeg: Unlocking High-resolution Medical Image segmentation via Memory-efficient Attention Modeling Qing Xu Zhenye Lou Chenxin Li Xiangjian He Rong Qu Tesema Fiseha Berhanu Yi Wang Wenting Duan Zhen Chen MedIm 31 0 0 08 Apr 2025
MSWAL: 3D Multi-class Segmentation of Whole Abdominal Lesions Dataset Zhaodong Wu Qiaochu Zhao Ming Hu Yulong Li Haochen Xue ... Junjun He Yu Qiao Zhong Zheng Feilong Tang Jionglong Su 62 1 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 52 2 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 ... Katarzyna Gwo'zdziewicz Xavier Bargalló Paulius Jaruševičius Kaisar Kushibar Karim Lekadir FedML 96 0 0 04 Mar 2025
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation Tassilo Wald Saikat Roy Fabian Isensee Constantin Ulrich Sebastian Ziegler D. Trofimova Raphael Stock Michael Baumgartner Gregor Köhler Klaus H. Maier-Hein ViT MedIm 42 1 0 03 Mar 2025
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation Wang Jiangtao Nur Intan Raihana Ruhaiyem Fu Panpan SSeg 145 0 0 09 Feb 2025
Motion-enhancement to Echocardiography Segmentation via Inserting a Temporal Attention Module: An Efficient, Adaptable, and Scalable Approach M. Hasan Guang Yang Choon Hwai Yap 39 0 0 28 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 73 0 0 14 Dec 2024
Continuous Spatio-Temporal Memory Networks for 4D Cardiac Cine MRI Segmentation Meng Ye Bingyu Xin L. Axel Dimitris N. Metaxas 23 0 0 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 Mamba 29 0 0 20 Oct 2024
REHRSeg: Unleashing the Power of Self-Supervised Super-Resolution for Resource-Efficient 3D MRI Segmentation Zhiyun Song Y. Zhao Xiaomin Li Manman Fei Xiangyu Zhao ... Chung-Hsing Yeh Qian Wang Guoyan Zheng Songtao Ai Lichi Zhang 34 1 0 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 39 3 0 08 Oct 2024
Large Scale MRI Collection and Segmentation of Cirrhotic Liver Debesh Jha Onkar Susladkar Vandan Gorade Elif Keles M. Antalek ... Daniela Ladner Amir Borhani A. Medetalibeyoğlu Gorkem Durak Ulas Bagci 47 1 0 06 Oct 2024
SegHeD: Segmentation of Heterogeneous Data for Multiple Sclerosis Lesions with Anatomical Constraints Berke Doga Basaran Xinru Zhang Paul M. Matthews Wenjia Bai 32 1 0 02 Oct 2024
UU-Mamba: Uncertainty-aware U-Mamba for Cardiovascular Segmentation Ting Yu Tsai Li Lin Shu Hu Connie W. Tsao Xin Li Ming-Ching Chang Hongtu Zhu Xin Wang Mamba 43 1 0 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 24 3 0 17 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 22 0 0 12 Sep 2024
ASSNet: Adaptive Semantic Segmentation Network for Microtumors and Multi-Organ Segmentation Fuchen Zheng Xinyi Chen Xuhang Chen Haolun Li Xiaojiao Guo Guoheng Huang Chi-Man Pun Shoujun Zhou ViT MedIm 22 0 0 12 Sep 2024
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation Shahzaib Iqbal Tariq M. Khan Syed S. Naqvi Asim Naveed Erik H. W. Meijering MedIm 48 6 0 05 Sep 2024
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation Fuchen Zheng Xuhang Chen Weihuang Liu Haolun Li Yingtie Lei Jiahui He Chi-Man Pun Shounjun Zhou MedIm 29 11 0 31 Aug 2024
CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation Lanhu Wu Miao Zhang Yongri Piao Zhenyan Yao Weibing Sun Feng Tian Huchuan Lu ViT MedIm 34 1 0 25 Aug 2024
Costal Cartilage Segmentation with Topology Guided Deformable Mamba: Method and Benchmark Senmao Wang Haifan Gong Runmeng Cui Boyao Wan Yicheng Liu ... Haiqing Yang Jingyang Zhou Bo Pan Lin Lin Haiyue Jiang 31 0 0 14 Aug 2024
Diffuse-UDA: Addressing Unsupervised Domain Adaptation in Medical Image Segmentation with Appearance and Structure Aligned Diffusion Models Haifan Gong Yitao Wang Yihan Wang Jiashun Xiao Xiang Wan Haofeng Li MedIm 36 2 0 12 Aug 2024
Prototype Learning Guided Hybrid Network for Breast Tumor Segmentation in DCE-MRI Lei Zhou Yuzhong Zhang Jiadong Zhang Xuejun Qian Chen Gong ... Zhongxiang Ding Xing Wang Zhenhui Li Zaiyi Liu Dinggang Shen MedIm 33 5 0 11 Aug 2024
Towards Synergistic Deep Learning Models for Volumetric Cirrhotic Liver Segmentation in MRIs Vandan Gorade Onkar Susladkar Gorkem Durak Elif Keles Ertugrul Aktas Timurhan Cebeci A. Medetalibeyoğlu Daniela Ladner Debesh Jha Ulas Bagci 21 1 0 08 Aug 2024
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation Zunaira Rauf Abdul Rehman Khan Asifullah Khan MedIm ViT 34 0 0 27 Jul 2024
Cross-Phase Mutual Learning Framework for Pulmonary Embolism Identification on Non-Contrast CT Scans Bizhe Bai Yan-Jie Zhou Yujian Hu Tony C. W. Mok Yi-lang Xiang Le Lu Hongkun Zhang Minfeng Xu 34 0 0 16 Jul 2024
MemWarp: Discontinuity-Preserving Cardiac Registration with Memorized Anatomical Filters H. Zhang Xiang Chen Renjiu Hu Dongdong Liu Gaolei Li Rongguang Wang 32 3 0 10 Jul 2024
Swin SMT: Global Sequential Modeling in 3D Medical Image Segmentation Szymon Płotka Maciej Chrabaszcz Przemyslaw Biecek 34 2 0 10 Jul 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 32 5 0 28 Jun 2024
Multi-Aperture Fusion of Transformer-Convolutional Network (MFTC-Net) for 3D Medical Image Segmentation and Visualization Siyavash Shabani Muhammad Sohaib Sahar A. Mohammed Bahram Parvin ViT MedIm 48 3 0 24 Jun 2024
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation Kwanseok Oh Eunjin Jeon Da-Woon Heo Yooseung Shin Heung-Il Suk 40 1 0 20 Jun 2024
Rethinking Abdominal Organ Segmentation (RAOS) in the clinical scenario: A robustness evaluation benchmark with challenging cases Xiangde Luo Zihan Li Shaoting Zhang Wenjun Liao Guotai Wang OOD 22 4 0 19 Jun 2024
Vision Mamba: Cutting-Edge Classification of Alzheimer's Disease with 3D MRI Scans Muthukumar K A Amit Gurung Priya Ranjan 37 1 0 09 Jun 2024
Vision Mamba: A Comprehensive Survey and Taxonomy Xiao Liu Chenxu Zhang Lei Zhang Mamba 36 25 0 07 May 2024
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention Amarjeet Kumar Hongxu Jiang Muhammad Imran Cyndi Valdes Gabriela Leon Dahyun Kang Parvathi Nataraj Yuyin Zhou Michael D. Weiss Wei Shao 34 7 0 30 Apr 2024
A Multimodal Feature Distillation with CNN-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities Ming Kang F. F. Ting Raphaël C.-W. Phan Zongyuan Ge Chee-Ming Ting 41 2 0 22 Apr 2024
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models Yuyan Shi Jialu Ma Jin Yang Shasha Wang Yichi Zhang MedIm VLM 19 2 0 20 Apr 2024
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation Songkai Sun Qingshan She Yuliang Ma Rihui Li Yingchun Zhang MedIm 28 0 0 11 Apr 2024
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari Reza Azad Dorit Merhof 52 3 0 07 Apr 2024
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Peijie Qiu Jin Yang Sayantan Kumar S. Ghosh Aristeidis Sotiras MedIm 27 8 0 29 Mar 2024