nnFormer: Interleaved Transformer for Volumetric Segmentation

7 September 2021

Papers citing "nnFormer: Interleaved Transformer for Volumetric Segmentation"

45 / 45 papers shown

Title
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification Ting Yu Tsai An Yu Meghana Spurthi Maadugundu Ishrat Jahan Mohima Umme Habiba Barsha Mei-Hwa F. Chen Balakrishnan Prabhakaran Ming-Ching Chang 55 0 0 05 May 2025
Longitudinal Assessment of Lung Lesion Burden in CT T. Mathai Benjamin Hou Ronald M. Summers 91 0 0 09 Apr 2025
Leveraging Anatomical Priors for Automated Pancreas Segmentation on Abdominal CT Anisa V. Prasad T. Mathai P. Mukherjee Jianfei Liu Ronald M. Summers SSeg 66 1 0 09 Apr 2025
Autoregressive Sequence Modeling for 3D Medical Image Representation Siwen Wang Churan Wang Fei Gao Lixian Su Fandong Zhang Yizhou Wang Yizhou Yu MedIm 68 1 0 13 Sep 2024
SMAFormer: Synergistic Multi-Attention Transformer for Medical Image Segmentation Fuchen Zheng Xuhang Chen Weihuang Liu Haolun Li Yingtie Lei Jiahui He Chi-Man Pun Shounjun Zhou MedIm 80 13 0 31 Aug 2024
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation De-Xing Huang Xiao-Hu Zhou Xiaoliang Xie Shiqi Liu Zhen-Qiu Feng Mei-Jiang Gui Hao Li Tian-Yu Xiang MedIm 59 1 0 22 Jan 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie VLM MedIm 76 37 0 28 Dec 2023
PCRLv2: A Unified Visual Information Preservation Framework for Self-supervised Pre-training in Medical Image Analysis Hong-Yu Zhou Chi-Ken Lu Chaoqi Chen Sibei Yang Yizhou Yu 65 52 0 02 Jan 2023
Cross-Modality Deep Feature Learning for Brain Tumor Segmentation Dingwen Zhang Guohai Huang Qiang Zhang Jungong Han Junwei Han Yizhou Yu 43 217 0 07 Jan 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 100 1,093 0 04 Jan 2022
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 90 524 0 29 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 378 7,600 0 11 Nov 2021
Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports Hong-Yu Zhou X. Chen Y. Zhang R. Luo L. Wang Y. Yu MedIm 55 108 0 04 Nov 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 125 180 0 15 Sep 2021
ConvNets vs. Transformers: Whose Visual Representations are More Transferable? Hong-Yu Zhou Chi-Ken Lu Sibei Yang Yizhou Yu ViT 49 54 0 11 Aug 2021
LeViT-UNet: Make Faster Encoders with Transformer for Medical Image Segmentation Guoping Xu Xingrong Wu Xuan Zhang Xinwei He ViT MedIm 46 197 0 19 Jul 2021
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation Bingzhi Chen Yishu Liu Zheng Zhang Guangming Lu A. W. Kong MedIm ViT 128 214 0 12 Jul 2021
TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation Yao Chang Menghan Hu Zhai Guangtao Xiao-Ping Zhang MedIm ViT 86 97 0 12 Jul 2021
More than Encoder: Introducing Transformer Decoder to Upsample Yijiang Li Wentian Cai Ying Gao Chengming Li Xiping Hu ViT MedIm 49 52 0 20 Jun 2021
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation Ai-Jun Lin Bingzhi Chen Jiayu Xu Zheng Zhang Guangming Lu ViT MedIm 49 616 0 12 Jun 2021
The Medical Segmentation Decathlon Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani AnnetteKopp-Schneider ... Zhanwei Xu Yefeng Zheng Amber L. Simpson Lena Maier-Hein M. Jorge Cardoso OOD 88 974 0 10 Jun 2021
Medical Image Segmentation Using Squeeze-and-Expansion Transformers Shaohua Li Xiuchao Sui Xiangde Luo Xinxing Xu Yong Liu Rick Siow Mong Goh ViT MedIm 44 167 0 20 May 2021
Are Convolutional Neural Networks or Transformers more like human vision? Shikhar Tuli Ishita Dasgupta Erin Grant Thomas Griffiths ViT FaML 43 185 0 15 May 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 78 2,845 0 12 May 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 356 21,175 0 25 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 145 1,567 0 18 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 62 713 0 07 Mar 2021
SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation Boxiang Yun Yan Wang Jieneng Chen Huiyu Wang Wei Shen Qingli Li ViT MedIm 66 49 0 05 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 66 496 0 04 Mar 2021
Convolution-Free Medical Image Segmentation using Transformers Davood Karimi Serge Vasylechko Ali Gholipour ViT MedIm 109 121 0 26 Feb 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 84 979 0 21 Feb 2021
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Yundong Zhang Huiye Liu Qiang Hu ViT MedIm 233 907 0 16 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 83 3,424 0 08 Feb 2021
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Sixiao Zheng Jiachen Lu Hengshuang Zhao Xiatian Zhu Zekun Luo ... Yanwei Fu Jianfeng Feng Tao Xiang Philip Torr Li Zhang ViT 141 2,872 0 31 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 427 40,217 0 22 Oct 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 314 12,906 0 26 May 2020
Receptive Field Block Net for Accurate and Fast Object Detection Songtao Liu Di Huang Yunhong Wang ObjD 58 1,259 0 21 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 506 129,831 0 12 Jun 2017
Understanding the Effective Receptive Field in Deep Convolutional Neural Networks Wenjie Luo Yujia Li R. Urtasun R. Zemel HAI 79 1,789 0 15 Jan 2017
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 296 10,412 0 21 Jul 2016
Gaussian Error Linear Units (GELUs) Dan Hendrycks Kevin Gimpel 161 4,958 0 27 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 196 18,136 0 02 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.6K 192,638 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.3K 76,547 0 18 May 2015
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 356 43,511 0 17 Sep 2014