Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation

12 May 2021

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Papers citing "Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation"

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TransNorm: Transformer Provides a Strong Spatial Normalization Mechanism for a Deep Segmentation ModelIEEE Access (IEEE Access), 2022 Reza Azad Mohammad T. Al-Antary Moein Heidari Dorit Merhof ViT MedIm 164 113 0 27 Jul 2022
Reference-based Image Super-Resolution with Deformable Attention TransformerEuropean Conference on Computer Vision (ECCV), 2022 Jingyun Liang Christos Sakaridis Lucas Beerens Yawei Li Yulun Zhang Wenguan Wang Luc Van Goo 254 80 0 25 Jul 2022
Unsupervised Industrial Anomaly Detection via Pattern Generative and Contrastive NetworksInternational Conference on Intelligent Computing (ICIC), 2022 Jianfeng Huang Chenyang Li Yimin Lin Kai Wang ViT 110 4 0 20 Jul 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Moein Heidari Amirhossein Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 240 281 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 135 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 166 97 0 17 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 138 18 0 14 Jul 2022
YOLO2U-Net: Detection-Guided 3D Instance Segmentation for MicroscopyPattern Recognition Letters (PRL), 2022 A. Ziabari Derek C. Rose A. Shirinifard D. Solecki 203 4 0 13 Jul 2022
MSP-Former: Multi-Scale Projection Transformer for Single Image DesnowingIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Sixiang Chen Tian-Chun Ye Yun-Peng Liu Taodong Liao Y. Ye Erkang Chen Peng Chen ViT 215 65 0 12 Jul 2022
Swin Deformable Attention U-Net Transformer (SDAUT) for Explainable Fast MRIInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Jiahao Huang Xiaodan Xing Zhifan Gao Guang Yang ViT MedIm 149 33 0 05 Jul 2022
Transformer based Models for Unsupervised Anomaly Segmentation in Brain MR Images Ahmed Ghorbel Ahmed Aldahdooh Shadi Albarqouni Neuherberg ViT MedIm 194 9 0 05 Jul 2022
Efficient Lung Cancer Image Classification and Segmentation Algorithm Based on Improved Swin Transformer Ruinan Sun Yu Pang ViT MedIm 100 21 0 04 Jul 2022
Polarized Color Image Denoising using Pocoformer Zhuoxiao Li Hai-bo Jiang Yinqiang Zheng 180 4 0 01 Jul 2022
LViT: Language meets Vision Transformer in Medical Image SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Zihan Li Yunxiang Li Qingde Li Puyang Wang Dazhou Guo Le Lu D. Jin You Zhang Qingqi Hong VLM MedIm 222 209 0 29 Jun 2022
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive PruningIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Xian Lin Li Yu Kwang-Ting Cheng Zengqiang Yan ViT MedIm 220 56 0 29 Jun 2022
BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image SegmentationIEEE journal of biomedical and health informatics (IEEE JBHI), 2022 Xian Lin Li Yu Kwang-Ting Cheng Zengqiang Yan ViT MedIm 266 47 0 29 Jun 2022
Reinforcement Learning in Medical Image Analysis: Concepts, Applications, Challenges, and Future DirectionsJournal of Applied Clinical Medical Physics (JACMP), 2022 Mingzhe Hu Jiahan Zhang L. Matkovic Tian Liu Xiaofeng Yang OffRL 120 68 0 28 Jun 2022
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic ConsistencyInternational Conference on Medical Imaging with Deep Learning (MIDL), 2022 Jie Yang Ruimao Zhang Chao Wang Zhuguo Li Lingyan Zhang 169 13 0 21 Jun 2022
Semantic Labeling of High Resolution Images Using EfficientUNets and TransformersIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Hasan Almarzouqi L. Saad Saoud ViT 191 15 0 20 Jun 2022
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric SegmentationEuropean Conference on Computer Vision (ECCV), 2022 Wenxuan Wang Chen Chen Jing Wang Sen Zha Yan Zhang Jiangyun Li MedIm 221 11 0 14 Jun 2022
Parotid Gland MRI Segmentation Based on Swin-Unet and Multimodal Images Zián Xu Yin Dai Fayu Liu Siqi Li Shengmei Liu Li-Li Shi Jun Fu ViT MedIm 120 3 0 07 Jun 2022
Utility of Equivariant Message Passing in Cortical Mesh SegmentationAnnual Conference on Medical Image Understanding and Analysis (MIUA), 2022 Dániel Unyi F. Insalata Petar Velickovic Bálint Gyires-Tóth 150 0 0 07 Jun 2022
Dual Swin-Transformer based Mutual Interactive Network for RGB-D Salient Object DetectionNeurocomputing (Neurocomputing), 2022 Chao Zeng Sam Kwong ViT 162 30 0 07 Jun 2022
Patcher: Patch Transformers with Mixture of Experts for Precise Medical Image SegmentationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Yanglan Ou Ye Yuan Xiaolei Huang Stephen T. C. Wong John Volpi James Z. Wang K. Wong ViT MoE MedIm 208 18 0 03 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives Jun Li Junyu Chen Yucheng Tang Ce Wang Bennett A. Landman S. K. Zhou ViT OOD MedIm 389 134 0 02 Jun 2022
Dynamic Linear Transformer for 3D Biomedical Image Segmentation Zheyu Zhang Ulas Bagci ViT MedIm 196 16 0 01 Jun 2022
The Fully Convolutional Transformer for Medical Image SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Athanasios Tragakis Chaitanya Kaul Roderick Murray-Smith D. Husmeier ViT MedIm 150 96 0 01 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 430 139 0 01 Jun 2022
Do we really need temporal convolutions in action segmentation?IEEE International Conference on Multimedia and Expo (ICME), 2022 Dazhao Du Fuchun Sun Yu Li Chen Ma Hui Xiong Ying Shan ViT 145 20 0 26 May 2022
Transformer based Generative Adversarial Network for Liver Segmentation Ugur Demir Zheyu Zhang Bin Wang M. Antalek Elif Keles Debesh Jha Amir Borhani Daniela Ladner Ulas Bagci ViT MedIm 168 17 0 21 May 2022
Degradation-Aware Unfolding Half-Shuffle Transformer for Spectral Compressive ImagingNeural Information Processing Systems (NeurIPS), 2022 Yuanhao Cai Jing Lin Haoqian Wang Xin Yuan Henghui Ding Yulun Zhang Radu Timofte Luc Van Gool 281 164 0 20 May 2022
Dense residual Transformer for image denoising Chao Yao Shuo Jin Meiqin Liu Xiaojuan Ban ViT 152 35 0 14 May 2022
Activating More Pixels in Image Super-Resolution TransformerComputer Vision and Pattern Recognition (CVPR), 2022 Xiangyu Chen Xintao Wang Jiantao Zhou Yu Qiao Chao Dong ViT 472 874 0 09 May 2022
Automatic segmentation of meniscus based on MAE self-supervision and point-line weak supervision paradigm Yuhan Xie Kexin Jiang Zhiyong Zhang Shaolong Chen Xiaodong Zhang Changzhen Qiu 133 2 0 07 May 2022
Application of belief functions to medical image segmentation: A reviewInformation Fusion (Inf. Fusion), 2022 Ling Huang S. Ruan Thierry Denoeux EDL MedIm 237 38 0 03 May 2022
Coarse-to-Fine Video Denoising with Dual-Stage Spatial-Channel Transformer Wu Yun Mengshi Qi Chuanming Wang Huiyuan Fu Huadong Ma ViT 257 7 0 30 Apr 2022
One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data ImputationIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Jiang Liu Srivathsa Pasumarthi B. Duffy Enhao Gong Keshav Datta Greg Zaharchuk ViT MedIm 241 83 0 28 Apr 2022
A survey on attention mechanisms for medical applications: are we moving towards better algorithms?IEEE Access (IEEE Access), 2022 Tiago Gonçalves Isabel Rio-Torto Luís F. Teixeira J. S. Cardoso OOD MedIm 188 52 0 26 Apr 2022
Transformation Invariant Cancerous Tissue Classification Using Spatially Transformed DenseNet Omar Mahdi Ali Bou Nassif MedIm 74 2 0 23 Apr 2022
BSRT: Improving Burst Super-Resolution with Swin Transformer and Flow-Guided Deformable Alignment Ziwei Luo Youwei Li Shuyang Cheng Lei Yu Qi Wu Zhihong Wen Haoqiang Fan Jian Sun Shuaicheng Liu ViT 145 58 0 18 Apr 2022
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction Yuanhao Cai Jing Lin Zudi Lin Haoqian Wang Yulun Zhang Hanspeter Pfister Radu Timofte Luc Van Gool 80 259 0 17 Apr 2022
Residual Swin Transformer Channel Attention Network for Image DemosaicingEuropean Workshop on Visual Information Processing (VIP), 2022 W. Xing K. Egiazarian ViT 133 18 0 14 Apr 2022
3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical VolumeIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Jianye Pang Cheng Jiang Yihao Chen Jianbo Chang M. Feng Renzhi Wang Jianhua Yao ViT MedIm 143 12 0 14 Apr 2022
An application of Pixel Interval Down-sampling (PID) for dense tiny microorganism counting on environmental microorganism imagesApplied Sciences (Appl. Sci.), 2022 Jiawei Zhang N. Xu Chen Li M. Rahaman Yuhong Yao Yu-Hao Lin Jinghua Zhang Tao Jiang M. Grzegorzek Wenjun Qin 243 7 0 04 Apr 2022
Min-Max Similarity: A Contrastive Semi-Supervised Deep Learning Network for Surgical Tools SegmentationIEEE Transactions on Medical Imaging (IEEE TMI), 2022 Ange Lou Kareem O. Tawfik Dan Si Ziteng Liu J. Noble 258 63 0 29 Mar 2022
Practical Blind Image Denoising via Swin-Conv-UNet and Data SynthesisMachine Intelligence Research (MIR), 2022 Lucas Beerens Yawei Li Christos Sakaridis Jingyun Liang Yulun Zhang Hao Tang Deng-Ping Fan Radu Timofte Luc Van Gool OOD 279 176 0 24 Mar 2022
Transformers Meet Visual Learning Understanding: A Comprehensive Review Yuting Yang Licheng Jiao Xuantong Liu Fan Liu Shuyuan Yang Zhixi Feng Xu Tang ViT MedIm 202 34 0 24 Mar 2022
TransFusion: Multi-view Divergent Fusion for Medical Image Segmentation with TransformersInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Ding Liu Yunhe Gao Qilong Zhangli Ligong Han Xiaoxiao He ... Song Wen Qi Chang Zhennan Yan Mu Zhou Dimitris N. Metaxas MedIm 324 42 0 21 Mar 2022
HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstructionNeural Information Processing Systems (NeurIPS), 2022 Zalan Fabian Berk Tinaz Mahdi Soltanolkotabi 165 60 0 15 Mar 2022
Efficient Long-Range Attention Network for Image Super-resolutionEuropean Conference on Computer Vision (ECCV), 2022 Xindong Zhang Huiyu Zeng Shi Guo Lei Zhang ViT 178 385 0 13 Mar 2022