TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

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

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Title
MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation Yufeng Jiang Zongxi Li Xiangyan Chen Haoran Xie Jing Cai Mamba 77 1 0 31 Oct 2024
EchoFM: Foundation Model for Generalizable Echocardiogram Analysis Sekeun Kim Pengfei Jin S. Song Cheng Chen Yiwei Li Hui Ren Xiang Li Tianming Liu Quanzheng Li 107 0 0 30 Oct 2024
NCAdapt: Dynamic adaptation with domain-specific Neural Cellular Automata for continual hippocampus segmentation Amin Ranem John Kalkhof Anirban Mukhopadhyay 67 0 0 30 Oct 2024
Compositional Segmentation of Cardiac Images Leveraging Metadata Abbas Khan Muhammad Asad Martin Benning C. Roney Gregory Slabaugh 83 0 0 30 Oct 2024
MAPUNetR: A Hybrid Vision Transformer and U-Net Architecture for Efficient and Interpretable Medical Image Segmentation Ovais Iqbal Shah Danish Raza Rizvi Aqib Nazir Mir ViT MedIm 72 1 0 29 Oct 2024
FANCL: Feature-Guided Attention Network with Curriculum Learning for Brain Metastases Segmentation Zijiang Liu Xiaoyu Liu Linhao Qu Yonghong Shi MedIm 87 0 0 29 Oct 2024
3D Distance-color-coded Assessment of PCI Stent Apposition via Deep-learning-based Three-dimensional Multi-object Segmentation Xiaoyang Qin Hao Huang Shuaichen Lin Xinhao Zeng Kaizhi Cao ... Yuming Huang J. Yang Yong Liu Gang Li Guangming Ni 60 0 0 26 Oct 2024
Topology-aware Mamba for Crack Segmentation in Structures Xin Zuo Yu Sheng Jifeng Shen Yongwei Shan Mamba 59 4 0 25 Oct 2024
SFB-net for cardiac segmentation: Bridging the semantic gap with attention Nicolas Portal Nadjia Kachenoura Thomas Dietenbeck Catherine Achard 85 0 0 24 Oct 2024
Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment Yankai Jiang Wenhui Lei Xiaofan Zhang Shanghang Zhang MedIm 132 3 0 21 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 41 0 0 20 Oct 2024
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing Daniya Najiha Abdul Kareem Mustansar Fiaz Noa Novershtern Jacob Hanna Hisham Cholakkal 57 4 0 20 Oct 2024
EViT-Unet: U-Net Like Efficient Vision Transformer for Medical Image Segmentation on Mobile and Edge Devices Xin Li Wenhui Zhu Xuanzhao Dong Oana Dumitrascu Yalin Wang ViT MedIm 77 0 0 19 Oct 2024
SemSim: Revisiting Weak-to-Strong Consistency from a Semantic Similarity Perspective for Semi-supervised Medical Image Segmentation Shiao Xie Haoran Wang Ziwei Niu Hao Sun Shuyi Ouyang Yen-Wei Chen Lanfen Lin 37 0 0 17 Oct 2024
UMambaAdj: Advancing GTV Segmentation for Head and Neck Cancer in MRI-Guided RT with UMamba and nnU-Net ResEnc Planner Jintao Ren Kim Hochreuter Jesper Folsted Kallehauge Stine Korreman Mamba 46 1 0 16 Oct 2024
MANet: Fine-Tuning Segment Anything Model for Multimodal Remote Sensing Semantic Segmentation Xianping Ma Xiaokang Zhang Man-On Pun Bo Huang 62 3 0 15 Oct 2024
LKASeg:Remote-Sensing Image Semantic Segmentation with Large Kernel Attention and Full-Scale Skip Connections Xuezhi Xiang Yibo Ning Lei Zhang Denis Ombati Himaloy Himu Xiantong Zhen 54 0 0 14 Oct 2024
Pubic Symphysis-Fetal Head Segmentation Network Using BiFormer Attention Mechanism and Multipath Dilated Convolution Pengzhou Cai Lu Jiang Yanxin Li Xiaojuan Liu Libin Lan MedIm 65 1 0 14 Oct 2024
STA-Unet: Rethink the semantic redundant for Medical Imaging Segmentation Vamsi Krishna Vasa Wenhui Zhu Xiwen Chen Peijie Qiu Xuanzhao Dong Yalin Wang ViT 57 0 0 13 Oct 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao Huazhu Fu Fahad Shahbaz Khan Rao Muhammad Anwer MedIm 67 6 0 05 Oct 2024
HiFiSeg: High-Frequency Information Enhanced Polyp Segmentation with Global-Local Vision Transformer Jingjing Ren Xiaoyong Zhang Lina Zhang 62 0 0 03 Oct 2024
Med-TTT: Vision Test-Time Training model for Medical Image Segmentation Jiashu Xu ViT LM&MA MedIm 77 0 0 03 Oct 2024
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations Nikolaos Giakoumoglou Tania Stathaki SSL 118 2 0 03 Oct 2024
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network Yangyang Qiu Guoan Xu Guangwei Gao Zhenhua Guo Yi Yu Chia-Wen Lin 224 0 0 03 Oct 2024
Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic Model Quang Vinh Nguyen Thanh Hoang Son Vo Sae-Ryung Kang Soo-Hyung Kim 74 0 0 02 Oct 2024
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation Muhammad Hamza Sharif Muzammal Naseer Mohammad Yaqub Min Xu Mohsen Guizani OOD MedIm ViT 54 0 0 01 Oct 2024
TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature Grafting Muhammad Hamza Sharif Dmitry Demidov Asif Hanif Mohammad Yaqub Min Xu ViT MedIm 58 2 0 01 Oct 2024
KANDU-Net:A Dual-Channel U-Net with KAN for Medical Image Segmentation Chenglin Fang Kaigui Wu SSeg 91 0 0 30 Sep 2024
Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision Mélanie Gaillochet Christian Desrosiers H. Lombaert VLM MedIm 49 1 0 30 Sep 2024
Toward Deep Learning-based Segmentation and Quantitative Analysis of Cervical Spinal Cord Magnetic Resonance Images Maryam Tavakol Elahi 81 0 0 28 Sep 2024
Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation Md. Farhadul Islam Sarah Zabeen Meem Arafat Manab Mohammad Rakibul Hasan Mahin J. Mondal Md. Tanzim Reza Md. Zahidul Hasan Munima Haque Farig Sadeque Jannatun Noor 43 1 0 27 Sep 2024
Shape-intensity knowledge distillation for robust medical image segmentation Wenhui Dong Bo Du Yongchao Xu 80 0 0 26 Sep 2024
Global-Local Medical SAM Adaptor Based on Full Adaption Meng Wang Yarong Feng Yongwei Tang Tian Zhang Yuxin Liang Chao Lv MedIm 50 1 0 26 Sep 2024
Going Beyond U-Net: Assessing Vision Transformers for Semantic Segmentation in Microscopy Image Analysis Illia Tsiporenko Pavel Chizhov Dmytro Fishman ViT MedIm 63 1 0 25 Sep 2024
MorphoSeg: An Uncertainty-Aware Deep Learning Method for Biomedical Segmentation of Complex Cellular Morphologies Tianhao Zhang Heather J. McCourty Berardo M. Sanchez-Tafolla Anton Nikolaev Lyudmila Mihaylova 73 0 0 25 Sep 2024
A novel open-source ultrasound dataset with deep learning benchmarks for spinal cord injury localization and anatomical segmentation Avisha Kumar Kunal Kotkar Kelly Jiang Meghana Bhimreddy Daniel Davidar ... Ian Suk Jennifer Son Nicholas Theodore Nitish Thakor A. Manbachi 48 1 0 24 Sep 2024
Towards Ground-truth-free Evaluation of Any Segmentation in Medical Images Ahjol Senbi Tianyu Huang Fei Lyu Qing Li Yuhui Tao ... Qiang Chen Chengyan Wang Shuo Wang Tao Zhou Yizhe Zhang MedIm 86 1 0 23 Sep 2024
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation Yanlin Wu Tao Li Zhihong Wang Hong Kang Along He ViT MedIm 88 4 0 23 Sep 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 98 2 0 22 Sep 2024
RingMo-Aerial: An Aerial Remote Sensing Foundation Model With Affine Transformation Contrastive Learning Wenhui Diao Haichen Yu Kaiyue Kang Tong Ling Di Liu ... Hanbo Bi Libo Ren Xuexue Li Yongqiang Mao Xian Sun 274 1 0 20 Sep 2024
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation Zhihao Zhao Yinzheng Zhao Junjie Yang Kai-Qi Huang Nassir Navab M. A. Nasseri MedIm 63 2 0 19 Sep 2024
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation Xiaogang Du Dongxin Gu Tao Lei Yipeng Jiao Yibin Zou MedIm 54 1 0 19 Sep 2024
multiPI-TransBTS: A Multi-Path Learning Framework for Brain Tumor Image Segmentation Based on Multi-Physical Information Hongjun Zhu Jiaohang Huang Kuo Chen Xuehui Ying Ying Qian MedIm 47 1 0 18 Sep 2024
TTT-Unet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation Rong Zhou Zhengqing Yuan Zhiling Yan Weixiang Sun Kai Zhang Yiwei Li Yanfang Ye Xiang Li Lifang He Lichao Sun ViT MedIm 65 1 0 17 Sep 2024
Genetic Information Analysis of Age-Related Macular Degeneration Fellow Eye Using Multi-Modal Selective ViT Yoichi Furukawa Satoshi Kamiya Yoichi Sakurada Kenji Kashiwagi Kazuhiro Hotta 55 0 0 17 Sep 2024
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration Qianying Liu Paul Henderson Xiao Gu Hang Dai Fani Deligianni 94 0 0 16 Sep 2024
BAFNet: Bilateral Attention Fusion Network for Lightweight Semantic Segmentation of Urban Remote Sensing Images Wentao Wang Xili Wang SSeg 94 3 0 16 Sep 2024
COMFORT: A Continual Fine-Tuning Framework for Foundation Models Targeted at Consumer Healthcare Chia-Hao Li N. Jha 92 1 0 14 Sep 2024
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare Zhikai Li Jing Zhang Qingyi Gu MedIm 131 1 0 14 Sep 2024
FiAt-Net: Detecting Fibroatheroma Plaque Cap in 3D Intravascular OCT Images Yaopeng Peng Zhi Chen Andreas Wahle T. Kovárník Milan Sonk Benlin Liu 41 0 0 13 Sep 2024