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
Cross-Domain Synthetic-to-Real In-the-Wild Depth and Normal Estimation for 3D Scene Understanding Jay Bhanushali Manivannan Muniyandi Praneeth Chakravarthula 3DPC ViT 35 2 0 09 Dec 2022
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming-Hsuan Yang Fahad Shahbaz Khan MedIm 40 131 0 08 Dec 2022
Semi-supervised Learning with Robust Loss in Brain Segmentation Hedong Zhang Anand A. Joshi OOD 17 0 0 03 Dec 2022
Reliable Joint Segmentation of Retinal Edema Lesions in OCT Images Meng Wang Kai-An Yu Chun-Mei Feng K. Zou Yanyu Xu Qingquan Meng Rick Siow Mong Goh Yong Liu Huazhu Fu MedIm 30 3 0 01 Dec 2022
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation Florinel-Alin Croitoru Nicolae-Cătălin Ristea D. Dascalescu Radu Tudor Ionescu Fahad Shahbaz Khan M. Shah 48 2 0 28 Nov 2022
Reducing Domain Gap in Frequency and Spatial domain for Cross-modality Domain Adaptation on Medical Image Segmentation Shaolei Liu Siqi Yin Linhao Qu Manning Wang OOD 22 11 0 28 Nov 2022
Medical Image Segmentation Review: The success of U-Net Reza Azad Ehsan Khodapanah Aghdam Amelie Rauland Yiwei Jia Atlas Haddadi Avval Afshin Bozorgpour Sanaz Karimijafarbigloo Joseph Paul Cohen Ehsan Adeli Dorit Merhof SSeg 28 268 0 27 Nov 2022
Rethinking Alignment and Uniformity in Unsupervised Image Semantic Segmentation Daoan Zhang Chenming Li Haoquan Li Wen-Fong Huang Lingyun Huang Jianguo Zhang 33 20 0 26 Nov 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 24 18 0 16 Nov 2022
Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz Ilker Hacihaliloglu Dorit Merhof DiffM MedIm 54 359 0 14 Nov 2022
BiViT: Extremely Compressed Binary Vision Transformer Yefei He Zhenyu Lou Luoming Zhang Jing Liu Weijia Wu Hong Zhou Bohan Zhuang ViT MQ 28 28 0 14 Nov 2022
RadFormer: Transformers with Global-Local Attention for Interpretable and Accurate Gallbladder Cancer Detection Soumen Basu Mayank Gupta Pratyaksha Rana Pankaj Gupta Chetan Arora ViT MedIm 32 32 0 09 Nov 2022
Generalizability of Deep Adult Lung Segmentation Models to the Pediatric Population: A Retrospective Study S. Rajaraman Feng Yang Ghada Zamzmi Z. Xue Sameer Kiran Antani 26 0 0 04 Nov 2022
MALUNet: A Multi-Attention and Light-weight UNet for Skin Lesion Segmentation Jiacheng Ruan Suncheng Xiang Mingye Xie Ting Liu Yuzhuo Fu 28 134 0 03 Nov 2022
Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation Ehsan Khodapanah Aghdam Reza Azad Maral Zarvani Dorit Merhof ViT SSeg MedIm 37 47 0 30 Oct 2022
Geo-SIC: Learning Deformable Geometric Shapes in Deep Image Classifiers Jian Wang Miaomiao Zhang 58 10 0 25 Oct 2022
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network Fenghe Tang Lingtao Wang C. Ning Min Xian Jianrui Ding 33 61 0 24 Oct 2022
Delving into Masked Autoencoders for Multi-Label Thorax Disease Classification Junfei Xiao Yutong Bai Alan Yuille Zongwei Zhou MedIm ViT 39 59 0 23 Oct 2022
Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathology Oliver Ester Fabian Horst C. Seibold J. Keyl Saskia Ting ... P. Ivanyi Viktor Grünwald J. Bräsen Jan Egger Jens Kleesiek 21 7 0 21 Oct 2022
MGTUNet: An new UNet for colon nuclei instance segmentation and quantification Liangrui Pan Lian-min Wang Mingting Liu Zhujun Xu Liwen Xu Shaoliang Peng 29 2 0 20 Oct 2022
U-HRNet: Delving into Improving Semantic Representation of High Resolution Network for Dense Prediction Jian Wang Xiang Long Guowei Chen Zewu Wu Zeyu Chen Errui Ding SSeg 25 11 0 13 Oct 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P French Guoping Qiu Xin Chen ViT MedIm 38 6 0 13 Oct 2022
A Generalist Framework for Panoptic Segmentation of Images and Videos Ting-Li Chen Lala Li Saurabh Saxena Geoffrey E. Hinton David J. Fleet VGen MLLM 43 102 0 12 Oct 2022
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners Tianyi Liu Size Hou Jiayu Zhu Zilong Zhao Haochuan Jiang MedIm 35 2 0 11 Oct 2022
LAPFormer: A Light and Accurate Polyp Segmentation Transformer Mai Nguyen Tu Bui Quan Nguyen T. Nguyen Toan Van Pham ViT 3DV MedIm 111 4 0 10 Oct 2022
Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis Benjamin Lambert Florence Forbes A. Tucholka Senan Doyle Harmonie Dehaene M. Dojat 34 81 0 05 Oct 2022
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation Yuncheng Jiang Zixun Zhang Shixi Qin Yao Guo Zhuguo Li Shuguang Cui 43 12 0 04 Oct 2022
Introducing Vision Transformer for Alzheimer's Disease classification task with 3D input Zilun Zhang Farzad Khalvati MedIm ViT 22 9 0 03 Oct 2022
Cascaded Multi-Modal Mixing Transformers for Alzheimer's Disease Classification with Incomplete Data Linfeng Liu Siyu Liu Lu Zhang X. To F. Nasrallah Shekhar S. Chandra MedIm 39 53 0 01 Oct 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 270 62 0 25 Sep 2022
Graph Reasoning Transformer for Image Parsing Dong Zhang Jinhui Tang Kwang-Ting Cheng ViT 24 16 0 20 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 30 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 36 27 0 07 Sep 2022
Instrument Separation of Symbolic Music by Explicitly Guided Diffusion Model Sangjun Han H. Ihm DaeHan Ahn Woohyung Lim DiffM 24 2 0 05 Sep 2022
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Saad Wazir M. Fraz 19 35 0 01 Sep 2022
Cats: Complementary CNN and Transformer Encoders for Segmentation Hao Li Dewei Hu Han Liu Jiacheng Wang I. Oguz ViT MedIm 26 22 0 24 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 25 19 0 22 Aug 2022
Multiple Instance Neuroimage Transformer Ayush Singla Qingyu Zhao Daniel K. Do Yuyin Zhou K. Pohl Ehsan Adeli ViT MedIm 24 11 0 19 Aug 2022
FCN-Transformer Feature Fusion for Polyp Segmentation Edward Sanderson B. Matuszewski ViT MedIm 27 118 0 17 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 24 39 0 11 Aug 2022
Stain-Adaptive Self-Supervised Learning for Histopathology Image Analysis Haili Ye Da-han Wang 27 3 0 08 Aug 2022
Self-Ensembling Vision Transformer (SEViT) for Robust Medical Image Classification Faris Almalik Mohammad Yaqub Karthik Nandakumar ViT AAML MedIm 34 33 0 04 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 25 94 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 27 45 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 16 2 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 34 152 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 23 27 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 48 11 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 32 73 0 27 Jul 2022
Improved Super Resolution of MR Images Using CNNs and Vision Transformers Dwarikanath Mahapatra SupR ViT MedIm 32 5 0 24 Jul 2022