Medical Image Segmentation Review: The success of U-Net

27 November 2022

Reza Azad

Ehsan Khodapanah Aghdam

Sanaz Karimijafarbigloo

Papers citing "Medical Image Segmentation Review: The success of U-Net"

27 / 77 papers shown

Title
FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation A. Kazerouni Sanaz Karimijafarbigloo Reza Azad Yury Velichko Ulas Bagci Dorit Merhof 26 0 0 22 Nov 2023
Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning Sanaz Karimijafarbigloo Reza Azad Yury Velichko Ulas Bagci Dorit Merhof 44 1 0 21 Nov 2023
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 98 59 0 28 Oct 2023
Inter-Scale Dependency Modeling for Skin Lesion Segmentation with Transformer-based Networks Sania Eskandari Janet Lumpp ViT MedIm 13 3 0 20 Oct 2023
Skin Lesion Segmentation Improved by Transformer-based Networks with Inter-scale Dependency Modeling Sania Eskandari Janet Lumpp Luis Gonzalo Sánchez Giraldo ViT MedIm 32 7 0 20 Oct 2023
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 21 65 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 28 0 0 13 Oct 2023
SA2-Net: Scale-aware Attention Network for Microscopic Image Segmentation M. Fiaz Moein Heidari Rao Muhammad Anwer Hisham Cholakkal 15 8 0 28 Sep 2023
Self-supervised Semantic Segmentation: Consistency over Transformation Sanaz Karimijafarbigloo Reza Azad A. Kazerouni Yury Velichko Ulas Bagci Dorit Merhof 23 3 0 31 Aug 2023
Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation Reza Azad Leon Niggemeier Michael Huttemann A. Kazerouni Ehsan Khodapanah Aghdam Yury Velichko Ulas Bagci Dorit Merhof MedIm 26 57 0 31 Aug 2023
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation Afshin Bozorgpour Yousef Sadegheih A. Kazerouni Reza Azad Dorit Merhof DiffM MedIm 21 24 0 05 Aug 2023
Implicit Neural Representation in Medical Imaging: A Comparative Survey Amir Molaei Amirhossein Aminimehr A. Tavakoli A. Kazerouni Babak Azad Reza Azad Dorit Merhof OOD 32 76 0 30 Jul 2023
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images Mohsen Ahmadi Masoumeh Farhadi Nia Sara Asgarian Kasra Danesh Elyas Irankhah Ahmad Gholizadeh Lonbar Abbas Sharifi 54 7 0 21 Jun 2023
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image Segmentation Tao Lei Rui Sun Xuan Wang Yingbo Wang Xi He A. Nandi ViT MedIm 9 12 0 06 Jun 2023
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical Images Yanwen Li Luyang Luo Huangjing Lin Pheng-Ann Heng Hao Chen SupR SSeg MedIm 28 2 0 30 May 2023
Deep Learning in Breast Cancer Imaging: A Decade of Progress and Future Directions Luyang Luo Xi Wang Yi-Mou Lin Xiaoqi Ma Andong Tan R. Chan V. Vardhanabhuti W. C. Chu Kwang-Ting Cheng Hao Chen 33 50 0 13 Apr 2023
U-Netmer: U-Net meets Transformer for medical image segmentation Sheng He Rina Bao P. E. Grant Yangming Ou ViT MedIm 25 13 0 03 Apr 2023
Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation Aliasghar Mortazi V. Çiçek Elif Keles Ulas Bagci 40 11 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 33 26 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 26 78 0 27 Dec 2022
DR-VNet: Retinal Vessel Segmentation via Dense Residual UNet Ali Karaali Rozenn Dahyot Donal J. Sexton 29 24 0 08 Nov 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 95 174 0 15 Sep 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 129 708 0 09 Sep 2021
TransAttUnet: Multi-level Attention-guided U-Net with Transformer for Medical Image Segmentation Bingzhi Chen Yishu Liu Zheng-Wei Zhang Guangming Lu A. W. Kong MedIm ViT 103 208 0 12 Jul 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 289 3,623 0 24 Feb 2021
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,707 0 18 Mar 2020
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 291 36,371 0 25 Aug 2016