Title
An Effective UNet Using Feature Interaction and Fusion for Organ Segmentation in Medical Image Xiaolin Gou Chuanlin Liao Jizhe Zhou Fengshuo Ye Yi Lin 144 0 0 09 Sep 2024
From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo LabelsIEEE journal of biomedical and health informatics (IEEE JBHI), 2024 Zhisong Wang Yiwen Ye Ziyang Chen Minglei Shu Yanning Zhang Yong-quan Xia 275 2 0 23 Aug 2024
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation ModelsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Terrence Chen Shanhui Sun VLM 240 19 0 16 Aug 2024
Deep Learning-Based Segmentation of Tumors in PET/CT Volumes: Benchmark of Different Architectures and Training Strategies Monika Górka Daniel Jaworek Marek Wodzinski 161 0 0 15 Apr 2024
LHU-Net: a Lean Hybrid U-Net for Cost-efficient, High-performance Volumetric Segmentation Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari Reza Azad Dorit Merhof 217 3 0 07 Apr 2024
Guidelines for Cerebrovascular Segmentation: Managing Imperfect Annotations in the context of Semi-Supervised Learning Pierre Rougé Pierre-Henri Conze Nicolas Passat Odyssée Merveille 175 1 0 02 Apr 2024
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation Soumyajyoti Dey S. Chakraborty Utso Guha Roy Nibaran Das 135 2 0 16 Mar 2024
Segmenting Cardiac Muscle Z-disks with Deep Neural Networks Mihaela Croitor Ibrahim Nishant Ravikumar Alistair P. Curd Joanna Leng Oliver Umney Michelle Peckham 74 1 0 24 Jan 2024
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation De-Xing Huang Xiao-Hu Zhou Mei-Jiang Gui Shiqi Liu Zhen-Qiu Feng Mei-Jiang Gui Hao Li Tian-Yu Xiang Xiu-Ling Liu MedIm 303 2 0 22 Jan 2024
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive LearningIEEE International Symposium on Biomedical Imaging (ISBI), 2023 Sanaz Karimijafarbigloo Reza Azad Yury Velichko Ulas Bagci Dorit Merhof 185 2 0 21 Nov 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 127 13 0 20 Oct 2023
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image SegmentationFrontiers in Bioengineering and Biotechnology (Front. Bioeng. Biotechnol.), 2023 Guanqun Sun Yizhi Pan Weikun Kong Zichang Xu Jianhua Ma Teeradaj Racharak Le-Minh Nguyen Junyi Xin ViT MedIm 158 161 0 19 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 161 0 0 13 Oct 2023
More complex encoder is not all you need Weibin Yang Longwei Xu Pengwei Wang Dehua Geng Yusong Li Mingyuan Xu Zhiqi Dong MedIm 161 1 0 20 Sep 2023
Self-supervised Semantic Segmentation: Consistency over Transformation Sanaz Karimijafarbigloo Reza Azad Amirhossein Kazerouni Yury Velichko Ulas Bagci Dorit Merhof 236 5 0 31 Aug 2023
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Reza Azad Leon Niggemeier Michael Huttemann Amirhossein Kazerouni Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof MedIm 260 115 0 31 Aug 2023
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation Afshin Bozorgpour Yousef Sadegheih Amirhossein Kazerouni Reza Azad Dorit Merhof DiffM MedIm 135 47 0 05 Aug 2023
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography ImagesInternational Conference on Climate Informatics (ICCI), 2023 Mohsen Ahmadi Masoumeh Farhadi Nia Sara Asgarian Kasra Danesh Elyas Irankhah Ahmad Gholizadeh Lonbar Abbas Sharifi 208 16 0 21 Jun 2023
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image SegmentationInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Tao Lei Rui Sun Xuan Wang Yingbo Wang Xi He Asoke K. Nandi ViT MedIm 116 23 0 06 Jun 2023
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical ImagesIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Yanwen Li Luyang Luo Huangjing Lin Pheng-Ann Heng Hao Chen SupR SSeg MedIm 90 6 0 30 May 2023
Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future DirectionsIEEE Reviews in Biomedical Engineering (RBME), 2023 Luyang Luo Xi Wang Yi Lin Xiaoqi Ma Andong Tan R. Chan V. Vardhanabhuti W. C. Chu Kwang-Ting Cheng Hao Chen 358 88 0 13 Apr 2023
Selecting the Best Optimizers for Deep Learning based Medical Image SegmentationFrontiers in Radiology (Front. Radiol.), 2023 Aliasghar Mortazi V. Çiçek Elif Keles Ulas Bagci 170 19 0 05 Feb 2023
Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach Reza Azad Yiwei Jia Ehsan Khodapanah Aghdam Julien Cohen-Adad Dorit Merhof ViT MedIm 151 43 0 25 Jan 2023
DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation Reza Azad René Arimond Ehsan Khodapanah Aghdam Amirhosein Kazerouni Dorit Merhof ViT MedIm 222 124 0 27 Dec 2022