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
Attention Augmented ConvNeXt UNet For Rectal Tumour Segmentation Hongwei Wu Junlin Wang Xin Wang Hui Nan Yaxin Wang Haonan Jing Kaixuan Shi MedIm 42 0 0 01 Oct 2022
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image Segmentation Ho Hin Lee Shunxing Bao Yuankai Huo Bennett A. Landman OOD MedIm 159 143 0 29 Sep 2022
UNesT: Local Spatial Representation Learning with Hierarchical Transformer for Efficient Medical Segmentation Xin Yu Qi Yang Yinchi Zhou L. Cai Riqiang Gao ... R. Abramson Zizhao Zhang Yuankai Huo Bennett A. Landman Yucheng Tang ViT MedIm 80 0 0 28 Sep 2022
MTU-Net: Multi-level TransUNet for Space-based Infrared Tiny Ship Detection Tianhao Wu Boyang Li Yihang Luo Yingqian Wang Chao Xiao Ting-Yuan Liu Jungang Yang Wei An Yulan Guo ViT 99 116 0 28 Sep 2022
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels Chenyu You Weicheng Dai Fenglin Liu Yifei Min Haoran Su Xiaoran Zhang Xiaoxiao Li David Clifton Lawrence H. Staib James S. Duncan 153 53 0 27 Sep 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Neelu Madan Nicolae-Cătălin Ristea Radu Tudor Ionescu Kamal Nasrollahi Fahad Shahbaz Khan T. Moeslund M. Shah ViT MedIm 341 71 0 25 Sep 2022
Graph Reasoning Transformer for Image Parsing Dong Zhang Jinhui Tang Kwang-Ting Cheng ViT 66 18 0 20 Sep 2022
Calibrating Segmentation Networks with Margin-based Label Smoothing Balamurali Murugesan Bingyuan Liu Adrian Galdran Ismail Ben Ayed Jose Dolz UQCV 51 0 0 09 Sep 2022
Reconstruction of Three-dimensional Scroll Waves in Excitable Media from Two-Dimensional Observations using Deep Neural Networks J. Lebert Meenakshi Mittal Jan Christoph 63 4 0 09 Sep 2022
Spach Transformer: Spatial and Channel-wise Transformer Based on Local and Global Self-attentions for PET Image Denoising Se-In Jang T. Pan Ye Li P. Heidari Junyu Chen Quanzheng Li Kuang Gong ViT MedIm 70 30 0 07 Sep 2022
Instrument Separation of Symbolic Music by Explicitly Guided Diffusion Model Sangjun Han H. Ihm DaeHan Ahn Woohyung Lim DiffM 62 2 0 05 Sep 2022
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Saad Wazir M. Fraz 85 35 0 01 Sep 2022
From WSI-level to Patch-level: Structure Prior Guided Binuclear Cell Fine-grained Detection Baomin Wang G. Hu Dan Chen Lihua Hu Cheng Li Yu An G. Hu Guangyu Jia 46 1 0 26 Aug 2022
Cats: Complementary CNN and Transformer Encoders for Segmentation Hao Li Dewei Hu Han Liu Jiacheng Wang I. Oguz ViT MedIm 99 22 0 24 Aug 2022
Retinal Structure Detection in OCTA Image via Voting-based Multi-task Learning Jinkui Hao Ting-Li Shen Xueli Zhu Yonghuai Liu Ardhendu Behera Dan Zhang Bang Chen Jiang-Dong Liu Jiong Zhang Yitian Zhao 73 26 0 23 Aug 2022
A diverse large-scale building dataset and a novel plug-and-play domain generalization method for building extraction M. Luo Shunping Ji Shiqing Wei 115 21 0 22 Aug 2022
Multiple Instance Neuroimage Transformer Ayush Singla Qingyu Zhao Daniel K. Do Yuyin Zhou K. Pohl Ehsan Adeli ViT MedIm 69 11 0 19 Aug 2022
FCN-Transformer Feature Fusion for Polyp Segmentation Edward Sanderson B. Matuszewski ViT MedIm 91 124 0 17 Aug 2022
Video-TransUNet: Temporally Blended Vision Transformer for CT VFSS Instance Segmentation Cheng Zeng Xinyu Yang Majid Mirmehdi A. Gambaruto T. Burghardt ViT MedIm 31 10 0 17 Aug 2022
An Efficient Multi-Scale Fusion Network for 3D Organ at Risk (OAR) Segmentation Abhishek Srivastava Debesh Jha Elif Keles B. Aydogan M. Abazeed Ulas Bagci MedIm 49 6 0 15 Aug 2022
Recent Progress in Transformer-based Medical Image Analysis Zhao-cheng Liu Qiujie Lv Ziduo Yang Yifan Li Chau Hung Lee Leizhao Shen MedIm 79 66 0 13 Aug 2022
When CNN Meet with ViT: Towards Semi-Supervised Learning for Multi-Class Medical Image Semantic Segmentation Ziyang Wang Tianze Li Jian-Qing Zheng Baoru Huang 84 34 0 12 Aug 2022
Semantic decomposition Network with Contrastive and Structural Constraints for Dental Plaque Segmentation Jian Shi Baoli Sun Xinchen Ye Zhihui Wang Xiaolong Luo Jin Liu Heli Gao Haojie Li 59 11 0 12 Aug 2022
Region-Based Evidential Deep Learning to Quantify Uncertainty and Improve Robustness of Brain Tumor Segmentation Hao Li Yang Nan Javier Del Ser Guang Yang EDL OOD UQCV 86 39 0 11 Aug 2022
Learning from imperfect training data using a robust loss function: application to brain image segmentation H. Akrami Wenhui Cui Anand A. Joshi Richard M. Leahy OOD 19 2 0 08 Aug 2022
Stain-Adaptive Self-Supervised Learning for Histopathology Image Analysis Haili Ye Da-han Wang 29 3 0 08 Aug 2022
Self-Ensembling Vision Transformer (SEViT) for Robust Medical Image Classification Faris Almalik Mohammad Yaqub Karthik Nandakumar ViT AAML MedIm 102 34 0 04 Aug 2022
A New Probabilistic V-Net Model with Hierarchical Spatial Feature Transform for Efficient Abdominal Multi-Organ Segmentation Minfeng Xu Heng Guo Jianfeng Zhang K. Yan Le Lu 40 5 0 02 Aug 2022
TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation Reza Azad Moein Heidari M. Shariatnia Ehsan Khodapanah Aghdam Sanaz Karimijafarbigloo Ehsan Adeli Dorit Merhof ViT MedIm 91 99 0 01 Aug 2022
ScaleFormer: Revisiting the Transformer-based Backbones from a Scale-wise Perspective for Medical Image Segmentation Huimin Huang Shiao Xie Lanfen Lin Yutaro Iwamoto X. Han Yen-Wei Chen Ruofeng Tong ViT MedIm 83 52 0 29 Jul 2022
FCSN: Global Context Aware Segmentation by Learning the Fourier Coefficients of Objects in Medical Images Y. Jeon Hongfei Yang Mengling Feng 68 3 0 29 Jul 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 137 173 0 28 Jul 2022
A Transformer-based Generative Adversarial Network for Brain Tumor Segmentation Liqun Huang Long Chen Bai-wen Zhang S. Chai MedIm ViT 61 29 0 28 Jul 2022
DnSwin: Toward Real-World Denoising via Continuous Wavelet Sliding-Transformer Hao Li Zhijing Yang Xiaobin Hong Ziying Zhao Junyang Chen Yukai Shi Jin-shan Pan DiffM ViT 89 12 0 28 Jul 2022
TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation Model Reza Azad Mohammad T. Al-Antary Moein Heidari Dorit Merhof ViT MedIm 102 76 0 27 Jul 2022
Two-Stream UNET Networks for Semantic Segmentation in Medical Images Xin Chen Ke Ding 40 0 0 27 Jul 2022
Exploring Generalizable Distillation for Efficient Medical Image Segmentation Xingqun Qi Zhuo Wu Min Ren Muyi Sun Caifeng Shan Zhe Sun 96 3 0 26 Jul 2022
Improved Super Resolution of MR Images Using CNNs and Vision Transformers Dwarikanath Mahapatra SupR ViT MedIm 56 5 0 24 Jul 2022
Large-Kernel Attention for 3D Medical Image Segmentation Hao Li Yang Nan Javier Del Ser Guang Yang MedIm 71 28 0 19 Jul 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari Amirhossein Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 107 195 0 18 Jul 2022
Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction Mevan Ekanayake Kamlesh Pawar Mehrtash Harandi Gary Egan Zhaolin Chen ViT MedIm 62 7 0 18 Jul 2022
Defect Transformer: An Efficient Hybrid Transformer Architecture for Surface Defect Detection Junpu Wang Guili Xu Fuju Yan Jinjin Wang Zhengsheng Wang ViT MedIm 52 68 0 17 Jul 2022
MLP-GAN for Brain Vessel Image Segmentation B. Xie Hao Tang Bin Duan Dawen Cai Yan Yan MedIm 93 2 0 17 Jul 2022
CharFormer: A Glyph Fusion based Attentive Framework for High-precision Character Image Denoising D. Shi Xiaolei Diao Lida Shi Hao Tang Yang Chi Chuntao Li Hao Xu DiffM 64 24 0 16 Jul 2022
CKD-TransBTS: Clinical Knowledge-Driven Hybrid Transformer with Modality-Correlated Cross-Attention for Brain Tumor Segmentation Jianwei Lin Jiatai Lin Chenghao Lu Hao Chen Huan Lin ... Biao Huang C. Liang Guoqiang Han Zaiyi Liu Chu Han MedIm 84 78 0 15 Jul 2022
MMOTU: A Multi-Modality Ovarian Tumor Ultrasound Image Dataset for Unsupervised Cross-Domain Semantic Segmentation Qi Zhao Shuchang Lyu Wenpei Bai Linghan Cai Binghao Liu Guangliang Cheng Meijing Wu Xiubo Sang Min Yang Lijiang Chen 38 8 0 14 Jul 2022
MSP-Former: Multi-Scale Projection Transformer for Single Image Desnowing Sixiang Chen Tian-Chun Ye Yun-Peng Liu Taodong Liao Y. Ye Erkang Chen Peng Chen ViT 125 54 0 12 Jul 2022
A Penalty Approach for Normalizing Feature Distributions to Build Confounder-Free Models Anthony Vento Qingyu Zhao Robert Paul K. Pohl Ehsan Adeli 62 9 0 11 Jul 2022
Radiomics-Guided Global-Local Transformer for Weakly Supervised Pathology Localization in Chest X-Rays Yan Han G. Holste Ying Ding Ahmed H. Tewfik Yifan Peng Zhangyang Wang LM&MA ViT 124 16 0 10 Jul 2022
kMaX-DeepLab: k-means Mask Transformer Qihang Yu Huiyu Wang Siyuan Qiao Maxwell D. Collins Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT 183 19 0 08 Jul 2022