nnFormer: Interleaved Transformer for Volumetric Segmentation

7 September 2021

Papers citing "nnFormer: Interleaved Transformer for Volumetric Segmentation"

50 / 115 papers shown

Title
Enhancing Efficiency in Vision Transformer Networks: Design Techniques and Insights Moein Heidari Reza Azad Sina Ghorbani Kolahi René Arimond Leon Niggemeier ... Afshin Bozorgpour Ehsan Khodapanah Aghdam A. Kazerouni I. Hacihaliloglu Dorit Merhof 41 7 0 28 Mar 2024
H2ASeg: Hierarchical Adaptive Interaction and Weighting Network for Tumor Segmentation in PET/CT Images Jinpeng Lu Jingyun Chen Linghan Cai Songhan Jiang Yongbing Zhang 16 1 0 27 Mar 2024
Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation Hao Tang Lianglun Cheng Guoheng Huang Zhengguang Tan Junhao Lu Kaihong Wu Mamba 43 10 0 26 Mar 2024
Towards a Comprehensive, Efficient and Promptable Anatomic Structure Segmentation Model using 3D Whole-body CT Scans Heng Guo Jianfeng Zhang Jiaxing Huang Tony C. W. Mok Dazhou Guo Ke Yan Le Lu Dakai Jin Minfeng Xu MedIm 24 5 0 22 Mar 2024
SAMCT: Segment Any CT Allowing Labor-Free Task-Indicator Prompts Xian Lin Yangyang Xiang Zhehao Wang Kwang-Ting Cheng Zengqiang Yan Li Yu VLM MedIm 27 0 0 20 Mar 2024
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image Segmentation Jin Yang Peijie Qiu Yichi Zhang Daniel S. Marcus Aristeidis Sotiras MedIm 31 9 0 15 Mar 2024
Exploring Optical Flow Inclusion into nnU-Net Framework for Surgical Instrument Segmentation Marcos Fernández-Rodríguez Bruno Silva Sandro Queirós Helena R. Torres Bruno Oliveira Pedro Morais L. R. Buschle Jorge Correia-Pinto Estevão Lima João L. Vilaça 25 0 0 15 Mar 2024
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation Jinhong Wang Jintai Chen D. Z. Chen Jian Wu Mamba 43 20 0 12 Mar 2024
Toward Robust Canine Cardiac Diagnosis: Deep Prototype Alignment Network-Based Few-Shot Segmentation in Veterinary Medicine Jun-Young Oh In-Gyu Lee Tae-Eui Kam Ji-Hoon Jeong MedIm 22 0 0 11 Mar 2024
Med3DInsight: Enhancing 3D Medical Image Understanding with 2D Multi-Modal Large Language Models Qiuhui Chen Huping Ye Yi Hong MedIm 38 1 0 08 Mar 2024
SDR-Former: A Siamese Dual-Resolution Transformer for Liver Lesion Classification Using 3D Multi-Phase Imaging Meng Lou Hanning Ying Xiaoqing Liu Hong-Yu Zhou Yuqing Zhang Yizhou Yu MedIm 37 8 0 27 Feb 2024
Uncertainty-driven and Adversarial Calibration Learning for Epicardial Adipose Tissue Segmentation Kai Zhao Zhiming Liu Jiaqi Liu Jingbiao Zhou Bihong Liao Huifang Tang Qiuyu Wang Chunquan Li UQCV 34 0 0 22 Feb 2024
Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation Ziyang Wang Chao Ma Mamba 21 28 0 16 Feb 2024
Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation Chao Ma Ziyang Wang Mamba 43 22 0 11 Feb 2024
nnMamba: 3D Biomedical Image Segmentation, Classification and Landmark Detection with State Space Model Haifan Gong Luoyao Kang Yitao Wang Xiang Wan Haofeng Li Mamba 25 33 0 05 Feb 2024
Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining Jiarun Liu Hao Yang Hong-Yu Zhou Yan Xi Lequan Yu ... Yong Liang Guangming Shi Shaoting Zhang Hairong Zheng Shanshan Wang Mamba 48 143 0 05 Feb 2024
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical Segmentation Arash Harirpoush Amir Rasoulian Marta Kersten-Oertel Yiming Xiao 3DV 6 0 0 05 Feb 2024
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation De-Xing Huang Xiao-Hu Zhou Xiaoliang Xie Shiqi Liu Zhen-Qiu Feng Mei-Jiang Gui Hao Li Tian-Yu Xiang Xiu-Ling Liu Zeng-Guang Hou MedIm 36 1 0 22 Jan 2024
SEINE: Structure Encoding and Interaction Network for Nuclei Instance Segmentation Ye Zhang Linghan Cai Ziyue Wang Yongbing Zhang 24 1 0 18 Jan 2024
PMFSNet: Polarized Multi-scale Feature Self-attention Network For Lightweight Medical Image Segmentation Jiahui Zhong Wenhong Tian Yuanlun Xie Zhijia Liu Jie Ou Taoran Tian Lei Zhang 15 6 0 15 Jan 2024
Segmentation of Mediastinal Lymph Nodes in CT with Anatomical Priors T. Mathai Bohan Liu Ronald M. Summers 22 7 0 11 Jan 2024
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma Feifei Li Bo Wang Mamba 80 329 0 09 Jan 2024
BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation Libin Lan Pengzhou Cai Lu Jiang Xiaojuan Liu Yongmei Li Yudong Zhang ViT MedIm 25 6 0 01 Jan 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang Weidi Xie VLM MedIm 32 37 0 28 Dec 2023
Building Universal Foundation Models for Medical Image Analysis with Spatially Adaptive Networks Lingxiao Luo Xuanzhong Chen Bingda Tang Xinsheng Chen Rong Han Chengpeng Hu Yujiang Li Ting Chen MedIm 13 2 0 12 Dec 2023
A Recent Survey of Vision Transformers for Medical Image Segmentation Asifullah Khan Zunaira Rauf Abdul Rehman Khan Saima Rathore Dr. Saddam Hussain Khan ... Suleman Qamar Umme Hani Asif Faiza Babar Khan A. Majid Jeonghwan Gwak ViT MedIm 41 16 0 01 Dec 2023
Assessment of Deep Learning Segmentation for Real-Time Free-Breathing Cardiac Magnetic Resonance Imaging at Rest and Under Exercise Stress Martin Schilling C. Unterberg-Buchwald J. Lotz M. Uecker 23 4 0 23 Nov 2023
Slide-SAM: Medical SAM Meets Sliding Window Quan Quan Fenghe Tang Zikang Xu Heqin Zhu S.Kevin Zhou VLM MedIm 26 8 0 16 Nov 2023
DEFN: Dual-Encoder Fourier Group Harmonics Network for Three-Dimensional Indistinct-Boundary Object Segmentation Xiaohua Jiang Yihao Guo Jian Huang Yuting Wu Meiyi Luo ... Xingru Huang Hong He Shaowei Jiang Jing Ye Mang Xiao 11 0 0 01 Nov 2023
Promise:Prompt-driven 3D Medical Image Segmentation Using Pretrained Image Foundation Models Hao Li Han Liu Dewei Hu Jiacheng Wang I. Oguz MedIm 20 19 0 30 Oct 2023
A Multi-Scale Spatial Transformer U-Net for Simultaneously Automatic Reorientation and Segmentation of 3D Nuclear Cardiac Images Yangfan Ni Duo Zhang Gege Ma Lijun Lu Zhongke Huang Wentao Zhu MedIm 11 1 0 16 Oct 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation Tan-Hanh Pham Xianqi Li Kim-Doang Nguyen MedIm ViT 19 8 0 16 Oct 2023
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers Jieneng Chen Jieru Mei Xianhang Li Yongyi Lu Qihang Yu ... M. Lungren Lei Xing Le Lu Alan L. Yuille Yuyin Zhou MedIm ViT 33 36 0 11 Oct 2023
Attention-Map Augmentation for Hypercomplex Breast Cancer Classification Eleonora Lopez Filippo Betello Federico Carmignani Eleonora Grassucci Danilo Comminiello 19 12 0 11 Oct 2023
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge Rongzhao Zhang Zhian Bai Ruoying Yu Wenrao Pang Lingyun Wang Lifeng Zhu Xiaofan Zhang Huan Zhang Weiguo Hu 28 1 0 07 Oct 2023
OneSeg: Self-learning and One-shot Learning based Single-slice Annotation for 3D Medical Image Segmentation YiXuan Wu B. Zheng Jintai Chen D. Z. Chen Jian Wu 11 1 0 24 Sep 2023
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image Segmentation Cheng Chen Juzheng Miao Dufan Wu Zhiling Yan Sekeun Kim ... Lichao Sun Xiang Li Tianming Liu Pheng-Ann Heng Quanzheng Li MedIm 49 58 0 16 Sep 2023
Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation Ling Huang S. Ruan P. Decazes Thierry Denoeux EDL MedIm 22 1 0 12 Sep 2023
AutoProSAM: Automated Prompting SAM for 3D Multi-Organ Segmentation Chengyin Li Prashant Khanduri Yao Qiang Rafi Ibn Sultan I. Chetty D. Zhu MedIm 67 13 0 28 Aug 2023
CATS v2: Hybrid encoders for robust medical segmentation Hao Li Han Liu Dewei Hu Xing Yao Jiacheng Wang I. Oguz MedIm ViT 19 2 0 11 Aug 2023
Artificial General Intelligence for Medical Imaging Xiang Li Lu Zhang Zihao Wu Zheng Liu Lin Zhao ... Pingkuan Yan Quanzheng Li W. Liu Tianming Liu Dinggang Shen LM&MA AI4CE 17 40 0 08 Jun 2023
Med-Tuning: A New Parameter-Efficient Tuning Framework for Medical Volumetric Segmentation Jiachen Shen Wenxuan Wang Chen Chen Jianbo Jiao Jing Liu Yan Zhang Shanshan Song Jiangyun Li 32 1 0 21 Apr 2023
Pyramid Pixel Context Adaption Network for Medical Image Classification with Supervised Contrastive Learning Xiaoqin Zhang Zunjie Xiao Xiao Wu Jiansheng Fang Junyong Shen Yan Hu Jiang-Dong Liu 24 10 0 03 Mar 2023
Improved Segmentation of Deep Sulci in Cortical Gray Matter Using a Deep Learning Framework Incorporating Laplace's Equation S. Ravikumar Ranjit Itttyerah Sydney A. Lim L. Xie Sandhitsu R. Das ... C. Rosa-Prieto Marta Córcoles Parada David A. Wolk R. Insausti Paul Yushkevich 8 0 0 01 Mar 2023
Graph Convolution Based Cross-Network Multi-Scale Feature Fusion for Deep Vessel Segmentation Gangming Zhao Kongming Liang C. Pan Fandong Zhang Xianpeng Wu Xinyang Hu Yizhou Yu MedIm 26 27 0 06 Jan 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 39 53 0 02 Jan 2023
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated Uncertainty K. Zou Yidi Chen Ling Huang Xuedong Yuan Xiaojing Shen Meng Wang Rick Siow Mong Goh Yong-Jin Liu H. Fu UQCV 23 4 0 01 Jan 2023
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming Yang F. Khan MedIm 24 129 0 08 Dec 2022
Fighting the scanner effect in brain MRI segmentation with a progressive level-of-detail network trained on multi-site data M. Svanera Mattia Savardi A. Signoroni Sergio Benini L. Muckli 11 3 0 04 Nov 2022
Transformer Meets Boundary Value Inverse Problems Ruchi Guo Shuhao Cao Long Chen MedIm 28 20 0 29 Sep 2022