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
Self-Supervised Learning for Organs At Risk and Tumor Segmentation with Uncertainty Quantification I. Isler Debesh Jha C. Lisle J. Rineer P. Kelly B. Aydogan M. Abazeed D. Turgut Ulas Bagci ViT MedIm UQCV 66 2 0 04 May 2023
High-Resolution Synthetic RGB-D Datasets for Monocular Depth Estimation Aakash Rajpal N. Cheema K. Illgner-Fehns P. Slusallek S. Jaiswal MDE 3DV 88 12 0 02 May 2023
LCAUnet: A skin lesion segmentation network with enhanced edge and body fusion Qisen Ma Keming Mao Gao Wang Lisheng Xu Yuhai Zhao 69 3 0 01 May 2023
Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation Yi Lin Dong Zhang Xiao Fang Yufan Chen Kwang-Ting Cheng Hao Chen ViT MedIm 102 29 0 01 May 2023
Cross-Shaped Windows Transformer with Self-supervised Pretraining for Clinically Significant Prostate Cancer Detection in Bi-parametric MRI Yuheng Li Jacob F. Wynne Jing Wang Richard L. J. Qiu J. Roper ... A. Jani Tian Liu P. Patel H. Mao Xiaofeng Yang OOD ViT MedIm 89 11 0 30 Apr 2023
3D Brainformer: 3D Fusion Transformer for Brain Tumor Segmentation Rui Nian Guoyao Zhang Yao Sui Yuqi Qian Qiuying Li Mingzhang Zhao Jianhui Li Ali Gholipour Simon K. Warfield MedIm 56 4 0 28 Apr 2023
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation Yousef Yeganeh Azade Farshad Peter Weinberger Seyed-Ahmad Ahmadi Ehsan Adeli Nassir Navab ViT MedIm 56 0 0 28 Apr 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 164 308 0 26 Apr 2023
DiffuseExpand: Expanding dataset for 2D medical image segmentation using diffusion models Shitong Shao Xiaohan Yuan Zhenming Huang Ziming Qiu Shuai Wang Kevin Zhou MedIm DiffM 62 8 0 26 Apr 2023
Generalist Vision Foundation Models for Medical Imaging: A Case Study of Segment Anything Model on Zero-Shot Medical Segmentation Peilun Shi Jianing Qiu Sai Mu Dalike Abaxi Hao Wei Frank P.-W. Lo Wu Yuan LM&MA VLM MedIm 42 102 0 25 Apr 2023
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation Junde Wu Rao Fu Yuanpei Liu Huihui Fang Zhao-Yang Wang Yanwu Xu Yueming Jin VLM MedIm 211 508 0 25 Apr 2023
STM-UNet: An Efficient U-shaped Architecture Based on Swin Transformer and Multi-scale MLP for Medical Image Segmentation Lei Shi Tianyu Gao Zheng Zhang Junxing Zhang ViT MedIm 24 8 0 25 Apr 2023
Detection of Pavement Cracks by Deep Learning Models of Transformer and UNet Yu Zhang Lin Zhang UQCV MedIm ViT 79 12 0 25 Apr 2023
Vision Transformers, a new approach for high-resolution and large-scale mapping of canopy heights Ibrahim Fayad P. Ciais Martin Schwartz J. Wigneron N. Baghdadi ... Alexandre d’Aspremont F. Frappart Sassan Saatchi Agnès Pellissier-Tanon Hassan Bazzi 100 35 0 22 Apr 2023
Dilated-UNet: A Fast and Accurate Medical Image Segmentation Approach using a Dilated Transformer and U-Net Architecture Davoud Saadati Omid Nejati Manzari S. Mirzakuchaki ViT MedIm 90 17 0 22 Apr 2023
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image Segmentation Wenxuan Wang Jing Wang Chen Chen Jianbo Jiao Yuanxiu Cai Shanshan Song Jiangyun Li MedIm 103 19 0 21 Apr 2023
Transformer-Based Visual Segmentation: A Survey Xiangtai Li Henghui Ding Haobo Yuan Wenwei Zhang Jiangmiao Pang Guangliang Cheng Kai-xiang Chen Ziwei Liu Chen Change Loy ViT MedIm 170 147 0 19 Apr 2023
Few-shot Medical Image Segmentation via Cross-Reference Transformer Yao-Pin Huang Jianming Liu ViT MedIm OOD 83 0 0 19 Apr 2023
DCELANM-Net:Medical Image Segmentation based on Dual Channel Efficient Layer Aggregation Network with Learner Cheng Lu Z. Xia Krzysztof Przystupa Orest Kochan J. Su MedIm 75 11 0 19 Apr 2023
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets Sheng He Rina Bao Jingpeng Li J. Stout A. Bjørnerud P. E. Grant Yangming Ou VLM 135 75 0 18 Apr 2023
Deep-Learning-based Vasculature Extraction for Single-Scan Optical Coherence Tomography Angiography Jinpeng Liao Tianyu Zhang Yilong Zhang Chunhui Li Zhihong Huang 39 0 0 17 Apr 2023
STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training Ziyan Huang Hao Wang Zhongying Deng Jin Ye Yanzhou Su ... Junjun He Yun Gu Lixu Gu Shaoting Zhang Yu Qiao 80 82 0 13 Apr 2023
Experts' cognition-driven safe noisy labels learning for precise segmentation of residual tumor in breast cancer Yongquan Yang Jie Chen Yani Wei Mohammad H. Alobaidi Hong Bu NoLa 146 1 0 13 Apr 2023
UniverSeg: Universal Medical Image Segmentation V. Butoi Jose Javier Gonzalez Ortiz Tianyu Ma M. Sabuncu John Guttag Adrian Dalca 92 87 0 12 Apr 2023
Ambiguous Medical Image Segmentation using Diffusion Models Aimon Rahman Jeya Maria Jose Valanarasu Ilker Hacihaliloglu V. Patel MedIm DiffM 99 106 0 10 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 121 4 0 10 Apr 2023
BerDiff: Conditional Bernoulli Diffusion Model for Medical Image Segmentation Tao Chen Chenhui Wang Hongming Shan DiffM MedIm 89 35 0 10 Apr 2023
Transformer Utilization in Medical Image Segmentation Networks Saikat Roy Gregor Koehler Michael Baumgartner Constantin Ulrich Jens Petersen Hyunjin Park Klaus Maier-Hein ViT MedIm 48 2 0 09 Apr 2023
Implicit Anatomical Rendering for Medical Image Segmentation with Stochastic Experts Chenyu You Weicheng Dai Yifei Min Lawrence H. Staib James S. Duncan MedIm 147 28 0 06 Apr 2023
U-Netmer: U-Net meets Transformer for medical image segmentation Sheng He Rina Bao P. E. Grant Yangming Ou ViT MedIm 101 13 0 03 Apr 2023
Small but Mighty: Enhancing 3D Point Clouds Semantic Segmentation with U-Next Framework Ziyin Zeng Qingyong Hu Zhong Xie Jian Zhou Yongyang Xu 3DPC 95 9 0 03 Apr 2023
Devil is in the Queries: Advancing Mask Transformers for Real-world Medical Image Segmentation and Out-of-Distribution Localization Mingze Yuan Yingda Xia Hexin Dong Zi Chen Jiawen Yao ... Bin Dong Jing Zhou Le Lu Ling Zhang Li Zhang OOD MedIm 57 23 0 01 Apr 2023
Dual Cross-Attention for Medical Image Segmentation Gorkem Can Ates P. Mohan Emrah Çelik 56 85 0 30 Mar 2023
Whether and When does Endoscopy Domain Pretraining Make Sense? Dominik Batić Felix Holm Ege Özsoy Tobias Czempiel Nassir Navab 35 7 0 30 Mar 2023
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Md Mostafijur Rahman R. Marculescu MedIm ViT 75 51 0 29 Mar 2023
Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation Ye Zhu Jie Yang Sichen Liu Ruimao Zhang 73 3 0 24 Mar 2023
Few Shot Medical Image Segmentation with Cross Attention Transformer Yi Lin Yufan Chen Kwang-Ting Cheng Hao Chen ViT MedIm 129 21 0 24 Mar 2023
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation Yi Lin Xiao Fang Dong Zhang Kwang-Ting Cheng Hao Chen MedIm 232 4 0 23 Mar 2023
Large AI Models in Health Informatics: Applications, Challenges, and the Future Jianing Qiu Lin Li Jiankai Sun Jiachuan Peng Peilun Shi ... Bo Xiao Wu Yuan Ningli Wang Dong Xu Benny Lo AI4MH LM&MA 114 140 0 21 Mar 2023
Convolutions, Transformers, and their Ensembles for the Segmentation of Organs at Risk in Radiation Treatment of Cervical Cancer Vangelis Kostoulas Peter A. N. Bosman Tanja Alderliesten UQCV 36 1 0 20 Mar 2023
$M$^{2}$SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation$ M $^{2}$ SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image Segmentation Xiaoqi Zhao Hongpeng Jia Youwei Pang Long Lv Feng Tian Lihe Zhang Weiwei Sun Huchuan Lu 178 21 0 20 Mar 2023
MRIS: A Multi-modal Retrieval Approach for Image Synthesis on Diverse Modalities Boqi Chen Marc Niethammer 358 1 0 17 Mar 2023
Uncertainty-informed Mutual Learning for Joint Medical Image Classification and Segmentation Kai Ren K. Zou Xianjie Liu Yidi Chen Xuedong Yuan Xiaojing Shen Meng Wang Huazhu Fu EDL 66 14 0 17 Mar 2023
Star-Net: Improving Single Image Desnowing Model With More Efficient Connection and Diverse Feature Interaction Jia-ju Mao Yuan Chang Xuesong Yin Binling Nie 49 1 0 17 Mar 2023
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Saikat Roy Gregor Koehler Constantin Ulrich Michael Baumgartner Jens Petersen Hyunjin Park Paul F. Jaeger Klaus Maier-Hein ViT MedIm 101 159 0 17 Mar 2023
Dual skip connections in U-Net, ResUnet and U-Net3+ for remote extraction of buildings B. Neupane Jagannath Aryal Abbas Rajabifard SSeg 3DPC 67 2 0 16 Mar 2023
ViTO: Vision Transformer-Operator O. Ovadia Adar Kahana P. Stinis Eli Turkel George Karniadakis 39 22 0 15 Mar 2023
ResDiff: Combining CNN and Diffusion Model for Image Super-Resolution Shuyao Shang Zhengyang Shan Guangxing Liu LunQian Wang XingHua Wang Zekai Zhang Jingling Zhang DiffM 118 98 0 15 Mar 2023
Pretrained ViTs Yield Versatile Representations For Medical Images Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith MedIm ViT 65 14 0 13 Mar 2023
Token Sparsification for Faster Medical Image Segmentation Lei Zhou Huidong Liu Joseph Bae Junjun He Dimitris Samaras Prateek Prasanna MedIm 62 3 0 11 Mar 2023