TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation

8 February 2021

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

50 / 361 papers shown

Title
Edge-aware Multi-task Network for Integrating Quantification Segmentation and Uncertainty Prediction of Liver Tumor on Multi-modality Non-contrast MRI Xiaojiao Xiao Qinmin Hu Guanghui Wang MedIm 44 10 0 04 Jul 2023
H-DenseFormer: An Efficient Hybrid Densely Connected Transformer for Multimodal Tumor Segmentation Jun Shi Hongyu Kan Shulan Ruan Ziqi Zhu Minfan Zhao Liang Qiao Zhaohui Wang Hong An Xudong Xue ViT MedIm 26 6 0 04 Jul 2023
1M parameters are enough? A lightweight CNN-based model for medical image segmentation Binh-Duong Dinh Thanh-Thu Nguyen Thi-Thao Tran Van-Truong Pham SSeg MedIm 33 17 0 28 Jun 2023
On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis Divyam Madaan D. Sodickson K. Cho S. Chopra OOD MedIm 40 1 0 23 Jun 2023
Concurrent ischemic lesion age estimation and segmentation of CT brain using a Transformer-based network A. Marcus P. Bentley Daniel Rueckert MedIm 21 9 0 21 Jun 2023
LegoNet: Alternating Model Blocks for Medical Image Segmentation I. Sobirov Cheng Xie M. Siddique P. Patel K. Chan ... H. West K. Channon S. Neubauer Charalambos Antoniades Mohammad Yaqub 19 0 0 06 Jun 2023
Diagnosis and Prognosis of Head and Neck Cancer Patients using Artificial Intelligence I. Sobirov 46 0 0 31 May 2023
Elongated Physiological Structure Segmentation via Spatial and Scale Uncertainty-aware Network Yinglin Zhang Ruiling Xi Huazhu Fu D. Towey Ruibin Bai Risa Higashita Jiang-Dong Liu 21 2 0 30 May 2023
Attention Mechanisms in Medical Image Segmentation: A Survey Yutong Xie Bing Yang Qi Guan Jianpeng Zhang Qi Wu Yong-quan Xia ViT MedIm 27 16 0 29 May 2023
NexToU: Efficient Topology-Aware U-Net for Medical Image Segmentation P. Shi Xutao Guo Yanwu Yang Chenfei Ye H. T. Ma 30 5 0 25 May 2023
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model Fenghe Tang Jianrui Ding Lingtao Wang Min Xian C. Ning DiffM MedIm 34 12 0 16 May 2023
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation Abdul Rehman Khan Asifullah Khan ViT MedIm 49 14 0 15 May 2023
A Comprehensive Survey on Segment Anything Model for Vision and Beyond Chunhui Zhang Li Liu Yawen Cui Guanjie Huang Weilin Lin Yiqian Yang Yuehong Hu VLM 48 90 0 14 May 2023
FUSegNet: A Deep Convolutional Neural Network for Foot Ulcer Segmentation M. K. Dhar Taiyu Zhang Yash J. Patel Sandeep Gopalakrishnan Zeyun Yu MedIm FedML 25 21 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 43 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 30 2 0 01 May 2023
Detection of Pavement Cracks by Deep Learning Models of Transformer and UNet Yu Zhang Lin Zhang UQCV MedIm ViT 48 10 0 25 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 45 1 0 13 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 34 2 0 10 Apr 2023
Transformer Utilization in Medical Image Segmentation Networks Saikat Roy Gregor Koehler Michael Baumgartner Constantin Ulrich Jens Petersen Fabian Isensee Klaus Maier-Hein ViT MedIm 31 2 0 09 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 42 9 0 03 Apr 2023
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Md Mostafijur Rahman R. Marculescu MedIm ViT 24 44 0 29 Mar 2023
MRIS: A Multi-modal Retrieval Approach for Image Synthesis on Diverse Modalities Boqi Chen Marc Niethammer 38 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 Fabian Isensee Paul F. Jaeger Klaus Maier-Hein ViT MedIm 45 138 0 17 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 42 83 0 15 Mar 2023
Pretrained ViTs Yield Versatile Representations For Medical Images Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith MedIm ViT 29 11 0 13 Mar 2023
Token Sparsification for Faster Medical Image Segmentation Lei Zhou Huidong Liu Joseph Bae Junjun He Dimitris Samaras Prateek Prasanna MedIm 30 3 0 11 Mar 2023
FCN+: Global Receptive Convolution Makes FCN Great Again Zhongying Deng Xiaoyu Ren Jin Ye Junjun He Dongxu Yang 27 1 0 08 Mar 2023
MiShape: 3D Shape Modelling of Mitochondria in Microscopy Abhinanda R. Punnakkal Suyog Jadhav Alexander Horsch Krishna Agarwal Dilip K. Prasad 39 0 0 02 Mar 2023
$Deep-NFA: a Deep $\textit{a contrario}$ Framework for Small Object Detection$ Deep-NFA: a Deep $\textit{a contrario}$ Framework for Small Object Detection Alina Ciocarlan S. L. Hégarat-Mascle S. Lefebvre Arnaud Woiselle ObjD 18 8 0 02 Mar 2023
Coarse-to-Fine Covid-19 Segmentation via Vision-Language Alignment Dandan Shan Zihan Li Wentao Chen Qingde Li Jie Tian Qingqi Hong 21 8 0 01 Mar 2023
PLU-Net: Extraction of multi-scale feature fusion Weihu Song 3DPC SSeg 33 4 0 23 Feb 2023
A Convolutional-Transformer Network for Crack Segmentation with Boundary Awareness Huaqi Tao Bing Liu Jinqiang Cui Hong Zhang ViT 17 23 0 23 Feb 2023
LIT-Former: Linking In-plane and Through-plane Transformers for Simultaneous CT Image Denoising and Deblurring Zhihao Chen Chuang Niu Qi Gao Ge Wang Hongming Shan MedIm ViT 3DV 46 20 0 21 Feb 2023
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism Haopeng Kuang Dingkang Yang Shunli Wang Xiaoying Wang Lihua Zhang MedIm 40 11 0 20 Feb 2023
Self-supervised Registration and Segmentation of the Ossicles with A Single Ground Truth Label Yike Zhang J. Noble 19 7 0 15 Feb 2023
Complex Network for Complex Problems: A comparative study of CNN and Complex-valued CNN S. Chatterjee Pavan Tummala Oliver Speck A. Nürnberger 24 10 0 09 Feb 2023
Adapting Pre-trained Vision Transformers from 2D to 3D through Weight Inflation Improves Medical Image Segmentation Yuhui Zhang Shihua Huang Zhengping Zhou M. Lungren Serena Yeung ViT MedIm 24 8 0 08 Feb 2023
WF-UNet: Weather Fusion UNet for Precipitation Nowcasting Christos Kaparakis S. Mehrkanoon 23 4 0 08 Feb 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 38 14 0 28 Jan 2023
Semantic Segmentation Enhanced Transformer Model for Human Attention Prediction Shuo Zhang ViT 36 0 0 26 Jan 2023
An atrium segmentation network with location guidance and siamese adjustment Yu Xie Zhiyong Zhang Shaolong Chen Changzhen Qiu 3DPC MedIm 21 0 0 11 Jan 2023
Biomedical Image Reconstruction: A Survey Samuel Cahyawijaya 24 1 0 04 Jan 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 46 195 0 02 Jan 2023
OrthoGAN:High-Precision Image Generation for Teeth Orthodontic Visualization Feihong Shen Jingjing Liu Hai-Zhen Li B. Fang Chenglong Ma Jinxiang Hao Yang Feng Youyi Zheng Youyi Zheng MedIm DiffM 57 0 0 29 Dec 2022
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation Reza Azad René Arimond Ehsan Khodapanah Aghdam Amirhosein Kazerouni Dorit Merhof ViT MedIm 32 78 0 27 Dec 2022
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation Qing En Yuhong Guo 15 4 0 17 Dec 2022
DQnet: Cross-Model Detail Querying for Camouflaged Object Detection Wei Sun Chengao Liu Linyan Zhang Yu Li Pengxu Wei Chang-rui Liu J. Zou Jianbin Jiao QiXiang Ye 48 6 0 16 Dec 2022
Full Contextual Attention for Multi-resolution Transformers in Semantic Segmentation Loic Themyr Clément Rambour Nicolas Thome Toby Collins Alexandre Hostettler ViT 27 10 0 15 Dec 2022
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision Malo Alefsen de Boisredon dÁssier Eugene Vorontsov Samuel Kadoury MedIm 40 2 0 14 Dec 2022