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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DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation Guanqun Sun Yizhi Pan Weikun Kong Zichang Xu Jianhua Ma Teeradaj Racharak Le-Minh Nguyen Junyi Xin ViT MedIm 72 80 0 19 Oct 2023
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image Segmentation Zongyi Li H. Lyu Jun Wang SSeg 31 8 0 17 Oct 2023
SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation Tan-Hanh Pham Xianqi Li Kim-Doang Nguyen MedIm ViT 71 14 0 16 Oct 2023
UCM-Net: A Lightweight and Efficient Solution for Skin Lesion Segmentation using MLP and CNN Chunyu Yuan Dongfang Zhao S. Agaian 85 10 0 14 Oct 2023
Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation Lee Jollans Mariana Bustamante L. Henriksson Anders Persson T. Ebbers MedIm ViT 81 0 0 13 Oct 2023
3D TransUNet: Advancing Medical Image Segmentation through Vision Transformers Jieneng Chen Jieru Mei Xianhang Li Yongyi Lu Qihang Yu ... M. Lungren Lei Xing Le Lu Alan Yuille Yuyin Zhou MedIm ViT 97 39 0 11 Oct 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 46 0 0 10 Oct 2023
A Simple and Robust Framework for Cross-Modality Medical Image Segmentation applied to Vision Transformers Matteo Bastico David Ryckelynck Laurent Corté Yannick Tillier Etienne Decencière MedIm ViT 66 2 0 09 Oct 2023
RetSeg: Retention-based Colorectal Polyps Segmentation Network Khaled Elkarazle V. Raman Caslon Chua P. Then MedIm ViT 129 2 0 09 Oct 2023
TransCC: Transformer Network for Coronary Artery CCTA Segmentation Chenchu Xu Meng Li Xue Wu ViT MedIm 42 1 0 07 Oct 2023
Comprehensive Multimodal Segmentation in Medical Imaging: Combining YOLOv8 with SAM and HQ-SAM Models S. Pandey Kuan-Fu Chen Erik Dam 70 53 0 04 Oct 2023
Shifting More Attention to Breast Lesion Segmentation in Ultrasound Videos Junhao Lin Qian Dai Lei Zhu Huazhu Fu Qiong Wang Weibin Li Wenhao Rao Xiaoyang Huang Liansheng Wang 80 12 0 03 Oct 2023
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable Convolution Ho Hin Lee Quan Liu Qi Yang Xin Yu Shunxing Bao Yuankai Huo Bennett A. Landman MedIm 114 2 0 30 Sep 2023
A Foundation Model for General Moving Object Segmentation in Medical Images Zhongnuo Yan Tong Han Yuhao Huang Lian Liu Han Zhou Jiongquan Chen Wenlong Shi Yan Cao Xin Yang Dong Ni MedIm 58 3 0 29 Sep 2023
nnSAM: Plug-and-play Segment Anything Model Improves nnUNet Performance Yunxiang Li Jing Xu Zihan Li Jing Wang You Zhang 61 22 0 29 Sep 2023
Superpixel Transformers for Efficient Semantic Segmentation Xiao Han Jieru Mei Lu Zhang Hang Yan Yongkai Wu Liang-Chieh Chen Henrik Kretzschmar ViT 59 11 0 28 Sep 2023
XVO: Generalized Visual Odometry via Cross-Modal Self-Training Tohida Rehman Ronit Mandal Jimuyang Zhang Debarshi Kumar Sanyal SSL 134 21 0 28 Sep 2023
SA2-Net: Scale-aware Attention Network for Microscopic Image Segmentation Mustansar Fiaz Moein Heidari Rao Muhammad Anwer Hisham Cholakkal 62 9 0 28 Sep 2023
Style Transfer and Self-Supervised Learning Powered Myocardium Infarction Super-Resolution Segmentation Lichao Wang Jiahao Huang Xiaodan Xing Yinzhe Wu R. Rajakulasingam Andrew D. Scott Pedro F. Ferreira Ranil De Silva S. Nielles-Vallespin Guang Yang MedIm SupR 21 0 0 27 Sep 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Ziling Lu Mengkang Lu Yong-quan Xia 65 4 0 26 Sep 2023
ADU-Depth: Attention-based Distillation with Uncertainty Modeling for Depth Estimation Zizhang Wu Zhuozheng Li Zhi-Gang Fan Yunzhe Wu Xiaoquan Wang Rui Tang Jian Pu 79 2 0 26 Sep 2023
MOSAIC: Multi-Object Segmented Arbitrary Stylization Using CLIP Prajwal Ganugula Y. Kumar N. Reddy Prabhath Chellingi A. Thakur Neeraj Kasera C. S. Anand CLIP DiffM 44 3 0 24 Sep 2023
ILNet: Low-level Matters for Salient Infrared Small Target Detection Haoqing Li Jinfu Yang Runshi Wang Yifei Xu 71 8 0 24 Sep 2023
I-AI: A Controllable & Interpretable AI System for Decoding Radiologists' Intense Focus for Accurate CXR Diagnoses Trong-Thang Pham Jacob Brecheisen Anh Nguyen Hien Nguyen Ngan Le 67 15 0 24 Sep 2023
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors Mehmet Bahadir Erden Selahattin Cansiz Onur Çakı Haya Khattak D. Etiz M. Yakar K. Duruer Berke Barut Cigdem Demir OOD MedIm 43 0 0 21 Sep 2023
Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation Yazhou Zhu Shidong Wang Tong Xin Zheng Zhang Haofeng Zhang 100 12 0 20 Sep 2023
More complex encoder is not all you need Weibin Yang Longwei Xu Pengwei Wang Dehua Geng Yusong Li Mingyuan Xu Zhiqi Dong MedIm 41 2 0 20 Sep 2023
Designing a Hybrid Neural System to Learn Real-world Crack Segmentation from Fractal-based Simulation Achref Jaziri Martin Mundt Andres Fernandez Rodriguez Visvanathan Ramesh 75 3 0 18 Sep 2023
Self-supervised TransUNet for Ultrasound regional segmentation of the distal radius in children Yuyue Zhou Jessica Knight B. Felfeliyan Christopher Keen A. Hareendranathan Jacob L. Jaremko 71 0 0 18 Sep 2023
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation Malo de Boisredon Eugene Vorontsov W. Le Samuel Kadoury MedIm ViT 83 2 0 17 Sep 2023
Towards Safer Robot-Assisted Surgery: A Markerless Augmented Reality Framework Ziyang Chen Laura Cruciani Ke Fan Matteo Fontana E. Lievore O. de Cobelli G. Musi G. Ferrigno Elena De Momi 118 8 0 14 Sep 2023
UniBrain: Universal Brain MRI Diagnosis with Hierarchical Knowledge-enhanced Pre-training Jiayu Lei Lisong Dai Haoyun Jiang Chaoyi Wu Xiaoman Zhang ... Weidi Xie Yanyong Zhang Yuehua Li Ya Zhang Yanfeng Wang 76 11 0 13 Sep 2023
Beyond Adapting SAM: Towards End-to-End Ultrasound Image Segmentation via Auto Prompting Xian Lin Yangyang Xiang Li Yu Zengqiang Yan MedIm 100 24 0 13 Sep 2023
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation Zhiqing Zhang Guojia Fan Tianyong Liu Nan Li Yuyang Liu Ziyu Liu Canwei Dong Shoujun Zhou DiffM MedIm 47 0 0 12 Sep 2023
SSHNN: Semi-Supervised Hybrid NAS Network for Echocardiographic Image Segmentation Renqi Chen Jingjing Luo Fan Nian Yuhui Cen Yiheng Peng Zekuan Yu 39 3 0 09 Sep 2023
ConvFormer: Plug-and-Play CNN-Style Transformers for Improving Medical Image Segmentation Xian Lin Zengqiang Yan Xianbo Deng Chuansheng Zheng Li Yu ViT MedIm 110 31 0 09 Sep 2023
Long-Range Correlation Supervision for Land-Cover Classification from Remote Sensing Images Dawen Yu Shunping Ji 26 12 0 08 Sep 2023
MS-UNet-v2: Adaptive Denoising Method and Training Strategy for Medical Image Segmentation with Small Training Data Haoyuan Chen Yufei Han Pin Xu Yanyi Li Kuan Li Jianping Yin 109 0 0 07 Sep 2023
SAM3D: Segment Anything Model in Volumetric Medical Images Nhat-Tan Bui Dinh-Hieu Hoang Minh-Triet Tran Gianfranco Doretto Donald Adjeroh Brijesh Patel Arabinda Choudhary Ngan Le MedIm 144 45 0 07 Sep 2023
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization Ke Wang Zanting Ye Xiang Xie Haidong Cui Tao Chen Banteng Liu 105 11 0 06 Sep 2023
Evaluation Kidney Layer Segmentation on Whole Slide Imaging using Convolutional Neural Networks and Transformers Muhao Liu Chenyang Qi Shunxing Bao Quan Liu Ruining Deng Yu Wang Shilin Zhao Haichun Yang Yuankai Huo MedIm 29 1 0 05 Sep 2023
Multi-dimension unified Swin Transformer for 3D Lesion Segmentation in Multiple Anatomical Locations Shaoyan Pan Yiqiao Liu Sarah Halek M. Tomaszewski Shubing Wang R. Baumgartner Jianda Yuan G. Goldmacher Antong Chen MedIm 57 1 0 04 Sep 2023
AdLER: Adversarial Training with Label Error Rectification for One-Shot Medical Image Segmentation Xiangyu Zhao Sheng Wang Zhiyun Song Zhenrong Shen Linlin Yao Haolei Yuan Qian Wang Lichi Zhang 78 1 0 02 Sep 2023
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Reza Azad Leon Niggemeier Michael Huttemann Amirhossein Kazerouni Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof MedIm 105 69 0 31 Aug 2023
Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection Reza Azad Amirhossein Kazerouni Babak Azad Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof ViT MedIm 98 18 0 31 Aug 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 101 19 0 31 Aug 2023
Is visual explanation with Grad-CAM more reliable for deeper neural networks? a case study with automatic pneumothorax diagnosis Zirui Qiu H. Rivaz Yiming Xiao FAtt 50 5 0 29 Aug 2023
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars W. Feng Lingting Zhu Lequan Yu MedIm 69 23 0 27 Aug 2023
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN Encoders Khaled Alrfou Tian Zhao Amir Kordijazi ViT 58 4 0 26 Aug 2023
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation Chaoyu Chen Xin Yang Rusi Chen Junxuan Yu Liwei Du Jian Wang Xindi Hu Yan Cao Yingying Liu Dong Ni 69 2 0 26 Aug 2023