Medical Transformer: Gated Axial-Attention for Medical Image Segmentation

21 February 2021

Jeya Maria Jose Valanarasu

Papers citing "Medical Transformer: Gated Axial-Attention for Medical Image Segmentation"

50 / 105 papers shown

Title
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
Masked Supervised Learning for Semantic Segmentation H. Zunair A. Ben Hamza 24 6 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 34 52 0 01 Oct 2022
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology images Saad Wazir M. Fraz 14 35 0 01 Sep 2022
Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification Xixi Wang Tianlin Li Bo Jiang Bin Luo 40 42 0 26 Aug 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
Deep is a Luxury We Don't Have Ahmed Taha Yen Nhi Truong Vu Brent Mombourquette Thomas P. Matthews Jason Su Sadanand Singh ViT MedIm 26 2 0 11 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
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 72 0 27 Jul 2022
Improved Super Resolution of MR Images Using CNNs and Vision Transformers Dwarikanath Mahapatra SupR ViT MedIm 27 5 0 24 Jul 2022
HiFormer: Hierarchical Multi-scale Representations Using Transformers for Medical Image Segmentation Moein Heidari A. Kazerouni Milad Soltany Kadarvish Reza Azad Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof MedIm ViT 25 178 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 32 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 28 66 0 17 Jul 2022
TFCNs: A CNN-Transformer Hybrid Network for Medical Image Segmentation Zihan Li Dihan Li Cangbai Xu Wei-Chien Wang Qingqi Hong Qingde Li Jie Tian ViT MedIm 35 46 0 07 Jul 2022
CASHformer: Cognition Aware SHape Transformer for Longitudinal Analysis Ignacio Sarasua Sebastian Polsterl Christian Wachinger MedIm 18 1 0 05 Jul 2022
LViT: Language meets Vision Transformer in Medical Image Segmentation Zihan Li Yunxiang Li Qingde Li Puyang Wang Dazhou Guo Le Lu D. Jin You Zhang Qingqi Hong VLM MedIm 67 134 0 29 Jun 2022
ICOS Protein Expression Segmentation: Can Transformer Networks Give Better Results? Vivek Kumar Singh P. O'Reilly J. James M. Salto‐Tellez P. Maxwell ViT MedIm 40 0 0 23 Jun 2022
EATFormer: Improving Vision Transformer Inspired by Evolutionary Algorithm Jiangning Zhang Xiangtai Li Yabiao Wang Chengjie Wang Yibo Yang Yong Liu Dacheng Tao ViT 39 32 0 19 Jun 2022
MPANet: Multi-Patch Attention For Infrared Small Target object Detection Ao Wang Wei Li Xin Wu Zhanchao Huang Ran Tao 32 13 0 05 Jun 2022
Brachial Plexus Nerve Trunk Segmentation Using Deep Learning: A Comparative Study with Doctors' Manual Segmentation Yu Wang Binbin Zhu Lingsi Kong Jianlin Wang Bin Gao Jianhua Wang Dingcheng Tian Yudong Yao 21 7 0 17 May 2022
POViT: Vision Transformer for Multi-objective Design and Characterization of Nanophotonic Devices Xinyu Chen Renjie Li Yueyao Yu Yuanwen Shen Wenye Li Zhaoyu Zhang Yin Zhang ViT 28 1 0 17 May 2022
One Model to Synthesize Them All: Multi-contrast Multi-scale Transformer for Missing Data Imputation Jiang Liu Srivathsa Pasumarthi B. Duffy Enhao Gong Keshav Datta Greg Zaharchuk ViT MedIm 24 55 0 28 Apr 2022
3D Shuffle-Mixer: An Efficient Context-Aware Vision Learner of Transformer-MLP Paradigm for Dense Prediction in Medical Volume Jianye Pang Cheng Jiang Yihao Chen Jianbo Chang M. Feng Renzhi Wang Jianhua Yao ViT MedIm 28 11 0 14 Apr 2022
Target and Task specific Source-Free Domain Adaptive Image Segmentation VS Vibashan Jeya Maria Jose Valanarasu Vishal M. Patel OOD 32 17 0 29 Mar 2022
CAT-Net: A Cross-Slice Attention Transformer Model for Prostate Zonal Segmentation in MRI A. Hung Haoxin Zheng Qi Miao S. Raman D. Terzopoulos Kyunghyun Sung ViT MedIm 38 44 0 29 Mar 2022
Transformers Meet Visual Learning Understanding: A Comprehensive Review Yuting Yang Licheng Jiao Xuantong Liu F. Liu Shuyuan Yang Zhixi Feng Xu Tang ViT MedIm 27 28 0 24 Mar 2022
The Principle of Diversity: Training Stronger Vision Transformers Calls for Reducing All Levels of Redundancy Tianlong Chen Zhenyu Zhang Yu Cheng Ahmed Hassan Awadallah Zhangyang Wang ViT 41 37 0 12 Mar 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 38 483 0 09 Mar 2022
Characterizing Renal Structures with 3D Block Aggregate Transformers Xin Yu Yucheng Tang Yinchi Zhou Riqiang Gao Qi Yang ... Yuankai Huo Zhoubing Xu Thomas A. Lasko R. Abramson Bennett A. Landman MedIm ViT 32 3 0 04 Mar 2022
Recent Advances in Vision Transformer: A Survey and Outlook of Recent Work Khawar Islam ViT 28 45 0 03 Mar 2022
Temporal Context Matters: Enhancing Single Image Prediction with Disease Progression Representations Aishik Konwer Xuan Xu Joseph Bae Chaoyu Chen Prateek Prasanna MedIm 36 15 0 02 Mar 2022
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Pooya Ashtari Diana Sima L. De Lathauwer D. Sappey-Marinier F. Maes Sabine Van Huffel ViT MedIm 31 35 0 24 Feb 2022
Joint Liver and Hepatic Lesion Segmentation in MRI using a Hybrid CNN with Transformer Layers Georg Hille Shubham Agrawal Pavan Tummala C. Wybranski M. Pech A. Surov S. Saalfeld ViT MedIm 19 26 0 26 Jan 2022
3D Medical Point Transformer: Introducing Convolution to Attention Networks for Medical Point Cloud Analysis Jianhui Yu Chaoyi Zhang Heng Wang Dingxin Zhang Yang Song Tiange Xiang Dongnan Liu Weidong (Tom) Cai ViT MedIm 21 32 0 09 Dec 2021
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions Jeya Maria Jose Valanarasu R. Yasarla Vishal M. Patel ViT 54 276 0 29 Nov 2021
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 42 518 0 29 Nov 2021
TRIG: Transformer-Based Text Recognizer with Initial Embedding Guidance Yuefeng Tao Zhiwei Jia Runze Ma Shugong Xu ViT 23 6 0 16 Nov 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Hai-Tao Zheng Li Tao Dun Liang Haitao Zheng 85 97 0 07 Nov 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 129 712 0 09 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 27 307 0 07 Sep 2021
Evaluating Transformer-based Semantic Segmentation Networks for Pathological Image Segmentation Cam-Ngoan Nguyen Zuhayr Asad Yuankai Huo ViT MedIm 29 35 0 26 Aug 2021
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Ange Lou Shuyue Guan Hanseok Ko Murray H. Loew 150 193 0 16 Aug 2021
Image Fusion Transformer VS Vibashan Jeya Maria Jose Valanarasu Poojan Oza Vishal M. Patel ViT 30 116 0 19 Jul 2021
Weaving Attention U-net: A Novel Hybrid CNN and Attention-based Method for Organs-at-risk Segmentation in Head and Neck CT Images Zhuangzhuang Zhang T. Zhao Hiram Gay Weixiong Zhang B. Sun 30 19 0 10 Jul 2021
Rethinking Transfer Learning for Medical Image Classification Le Peng Hengyue Liang Gaoxiang Luo Taihui Li Ju Sun VLM LM&MA 16 5 0 09 Jun 2021
Analogous to Evolutionary Algorithm: Designing a Unified Sequence Model Jiangning Zhang Chao Xu Jian Li Wenzhou Chen Yabiao Wang Ying Tai Shuo Chen Chengjie Wang Feiyue Huang Yong Liu 40 22 0 31 May 2021
Recent advances and clinical applications of deep learning in medical image analysis Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu OOD 18 574 0 27 May 2021
Pyramid Medical Transformer for Medical Image Segmentation Zhuangzhuang Zhang Weixiong Zhang ViT MedIm 16 46 0 29 Apr 2021
Vision Transformers with Patch Diversification Chengyue Gong Dilin Wang Meng Li Vikas Chandra Qiang Liu ViT 45 62 0 26 Apr 2021
Multiscale Vision Transformers Haoqi Fan Bo Xiong K. Mangalam Yanghao Li Zhicheng Yan Jitendra Malik Christoph Feichtenhofer ViT 63 1,224 0 22 Apr 2021