TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

ArXiv (abs)PDF HTML Github (2787★)

Papers citing "TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation"

50 / 1,040 papers shown

Title
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 99 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 65 0 0 12 Sep 2024
MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain Segmentation Aaron Cao Zongyu Li Jia Guo Andrew F. Laine Jia Guo Mamba 115 1 0 12 Sep 2024
Sam2Rad: A Segmentation Model for Medical Images with Learnable Prompts Assefa Seyoum Wahd B. Felfeliyan Yuyue Zhou Shrimanti Ghosh Adam McArthur Jiechen Zhang Jacob L. Jaremko A. Hareendranathan VLM MedIm 90 1 0 10 Sep 2024
Seg-HGNN: Unsupervised and Light-Weight Image Segmentation with Hyperbolic Graph Neural Networks Debjyoti Mondal Rahul Mishra Chandan Pandey 76 0 0 10 Sep 2024
UdeerLID+: Integrating LiDAR, Image, and Relative Depth with Semi-Supervised Tao Ni Xin Zhan Tao Luo Wenbin Liu Zhan Shi Junbo Chen 24 0 0 10 Sep 2024
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation Xiaolin Gou Chuanlin Liao Jizhe Zhou Fengshuo Ye Yi Lin 38 0 0 09 Sep 2024
RotCAtt-TransUNet++: Novel Deep Neural Network for Sophisticated Cardiac Segmentation Quoc-Bao Nguyen-Le Tuan-Hy Le Anh-Triet Do Quoc-Huy Trinh ViT MedIm 87 0 0 09 Sep 2024
SGSeg: Enabling Text-free Inference in Language-guided Segmentation of Chest X-rays via Self-guidance Shuchang Ye Mingyuan Meng Mingjian Li Dagan Feng Jinman Kim 44 0 0 07 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 78 10 0 05 Sep 2024
Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation Xixi Jiang Dong Zhang Xiang Li Kangyi Liu Kwang-Ting Cheng Xin Yang OOD 62 1 0 05 Sep 2024
MobileUNETR: A Lightweight End-To-End Hybrid Vision Transformer For Efficient Medical Image Segmentation Shehan Perera Yunus Erzurumlu Deepak Gulati Alper Yilmaz ViT MedIm 63 0 0 04 Sep 2024
TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation Bobby Azad Pourya Adibfar Kaiqun Fu ViT MedIm 84 0 0 03 Sep 2024
LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation Hamza Farooq Zuhair Zafar Ahsan Saadat Tariq M Khan Shahzaib Iqbal Imran Razzak 87 3 0 03 Sep 2024
3D-LSPTM: An Automatic Framework with 3D-Large-Scale Pretrained Model for Laryngeal Cancer Detection Using Laryngoscopic Videos Meiyu Qiu Yongqian Li Wenjun Huang Haoyun Zhang Weiping Zheng Wenbin Lei Xiaomao Fan 38 0 0 02 Sep 2024
MedSAM-U: Uncertainty-Guided Auto Multi-Prompt Adaptation for Reliable MedSAM N. Zhou Ke Zou Kai Ren Mengting Luo Linchao He Ming Wang Yidi Chen Yi Zhang Hu Chen Huazhu Fu MedIm 71 3 0 02 Sep 2024
A Novel Hybrid Parameter-Efficient Fine-Tuning Approach for Hippocampus Segmentation and Alzheimer's Disease Diagnosis Wangang Cheng Guanghua He Keli Hu Mingyu Fang Liang Dong Zhong Li Hancan Zhu 81 0 0 02 Sep 2024
Modifying the U-Net's Encoder-Decoder Architecture for Segmentation of Tumors in Breast Ultrasound Images Sina Derakhshandeh Ali Mahloojifar 109 1 0 01 Sep 2024
IGEV++: Iterative Multi-range Geometry Encoding Volumes for Stereo Matching Gangwei Xu Xianqi Wang Zhaoxing Zhang Junda Cheng Chunyuan Liao Xin Yang 3DV 160 12 0 01 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 133 16 0 31 Aug 2024
Language-guided Scale-aware MedSegmentor for Lesion Segmentation in Medical Imaging Shuyi Ouyang Jinyang Zhang Xiangye Lin Xilai Wang Qingqing Chen Yen-Wei Chen Lanfen Lin VLM 59 0 0 30 Aug 2024
SpineMamba: Enhancing 3D Spinal Segmentation in Clinical Imaging through Residual Visual Mamba Layers and Shape Priors Zhiqing Zhang Tianyong Liu Guojia Fan Bin Li Qianjin Feng Shoujun Zhou Mamba 123 1 0 28 Aug 2024
BreakNet: Discontinuity-Resilient Multi-Scale Transformer Segmentation of Retinal Layers Razieh Ganjee Bingjie Wang Lingyun Wang Chengcheng Zhao J. Sahel Shaohua Pi 23 0 0 26 Aug 2024
MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation Chaowei Chen Li Yu Shiquan Min Shunfang Wang Mamba 111 4 0 25 Aug 2024
Anatomical Consistency Distillation and Inconsistency Synthesis for Brain Tumor Segmentation with Missing Modalities Zheyu Zhang Xinzhao Liu Zheng Chen Yueyi Zhang Huanjing Yue Yunwei Ou Xiaoyan Sun 77 1 0 25 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 67 1 0 25 Aug 2024
CathAction: A Benchmark for Endovascular Intervention Understanding Baoru Huang Tuan Vo Chayun Kongtongvattana G. Dagnino Dennis Kundrat ... Francisco Vasconcelos Danail Stoyanov Daniel Elson Ferdinando Rodriguez y Baena Anh Nguyen 72 2 0 23 Aug 2024
Staircase Cascaded Fusion of Lightweight Local Pattern Recognition and Long-Range Dependencies for Structural Crack Segmentation Hui Liu Chen Jia Fan Shi Xu Cheng Mianzhao Wang Shengyong Chen 186 1 0 23 Aug 2024
Generalized SAM: Efficient Fine-Tuning of SAM for Variable Input Image Sizes S. Kato Hinako Mitsuoka Kazuhiro Hotta VLM 64 2 0 22 Aug 2024
HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation Mingya Zhang Zhihao Chen Yiyuan Ge Xianping Tao Mamba 119 4 0 21 Aug 2024
Towards a Benchmark for Colorectal Cancer Segmentation in Endorectal Ultrasound Videos: Dataset and Model Development Yuncheng Jiang Yiwen Hu Zixun Zhang Jun Wei Chun-Mei Feng Xuemei Tang Xiang Wan Yong Liu Shuguang Cui Zhen Li 47 0 0 19 Aug 2024
MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation Zunjie Xiao Xiaoqing Zhang Risa Higashita Jiang Liu MedIm 128 0 0 16 Aug 2024
PI-Att: Topology Attention for Segmentation Networks through Adaptive Persistence Image Representation Mehmet Bahadir Erden S. Unver I. A. Gurses R. Turkay C. Gunduz-Demir 73 0 0 15 Aug 2024
MetaSeg: MetaFormer-based Global Contexts-aware Network for Efficient Semantic Segmentation Beoungwoo Kang Seunghun Moon Yubin Cho Hyunwoo Yu Suk-Ju Kang ViT MedIm 63 11 0 14 Aug 2024
S-SAM: SVD-based Fine-Tuning of Segment Anything Model for Medical Image Segmentation Jay N. Paranjape S. Sikder S. Swaroop Vedula Vishal M. Patel VLM MedIm 107 5 0 12 Aug 2024
Enhancing 3D Transformer Segmentation Model for Medical Image with Token-level Representation Learning Xinrong Hu Dewen Zeng Yawen Wu Xueyang Li Yiyu Shi ViT MedIm 75 0 0 12 Aug 2024
HySparK: Hybrid Sparse Masking for Large Scale Medical Image Pre-Training Fenghe Tang Ronghao Xu Qingsong Yao Xueming Fu Quan Quan Heqin Zhu Zaiyi Liu S. Kevin Zhou SSL MedIm 107 3 0 11 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 94 8 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 Alpay Medetalibeyoglu Daniela Ladner Debesh Jha Ulas Bagci 43 2 0 08 Aug 2024
Efficient and Accurate Pneumonia Detection Using a Novel Multi-Scale Transformer Approach Alireza Saber Pouria Parhami Alimihammad Siahkarzadeh Amirreza Fateh Amirreza Fateh ViT MedIm 133 10 0 08 Aug 2024
Biomedical SAM 2: Segment Anything in Biomedical Images and Videos Zhiling Yan Weixiang Sun Rong Zhou Zhengqing Yuan Kai Zhang ... Tianming Liu Quanzheng Li Xiang Li Lifang He Lin Sun VLM MedIm 85 12 0 06 Aug 2024
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and Classification C. Tommasino Cristiano Russo A. M. Rinaldi 76 1 0 03 Aug 2024
Zero-Shot Surgical Tool Segmentation in Monocular Video Using Segment Anything Model 2 Ange Lou Yamin Li Ji-Eun Han Wonjin Yang Zhi-Qi Cheng VLM 54 13 0 03 Aug 2024
Leveraging GNSS and Onboard Visual Data from Consumer Vehicles for Robust Road Network Estimation Balázs Opra Betty Le Dem Jeffrey M. Walls D. Lukarski C. Stachniss 74 0 0 03 Aug 2024
MedUHIP: Towards Human-In-the-Loop Medical Segmentation Jiayuan Zhu A. Billard 52 0 0 03 Aug 2024
A dual-task mutual learning framework for predicting post-thrombectomy cerebral hemorrhage Chengbo Zang Tianyu Wang Xiaodan Xing Mianxin Liu Javad Ghaderi Z. Kostić Dinggang Shen 103 0 0 01 Aug 2024
CIResDiff: A Clinically-Informed Residual Diffusion Model for Predicting Idiopathic Pulmonary Fibrosis Progression C. Jiang Xiaodan Xing Yong Zeng Mianxin Liu Walsh Simon Yiming Xiao Dinggang Shen 48 0 0 01 Aug 2024
Medical SAM 2: Segment medical images as video via Segment Anything Model 2 Jiayuan Zhu Yunli Qi A. El Abbadi VLM MedIm 120 81 0 01 Aug 2024
SegStitch: Multidimensional Transformer for Robust and Efficient Medical Imaging Segmentation Shengbo Tan Zeyu Zhang Ying Cai Daji Ergu Lin Wu Binbin Hu Pengzhang Yu Yang Zhao ViT MedIm 114 14 0 01 Aug 2024
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer Sungmin Kang Jaeha Song Jihie Kim MedIm 77 2 0 01 Aug 2024