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"

24 / 24 papers shown

Title
Recent Advances in Medical Imaging Segmentation: A Survey Fares Bougourzi Abdenour Hadid OOD 44 0 0 14 May 2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation Kunpeng Qiu Zhiqiang Gao Zhiying Zhou Mingjie Sun Yongxin Guo MedIm 34 0 0 09 May 2025
TTTFusion: A Test-Time Training-Based Strategy for Multimodal Medical Image Fusion in Surgical Robots Qinhua Xie Hao Tang 50 0 0 29 Apr 2025
Causal Disentanglement for Robust Long-tail Medical Image Generation Weizhi Nie Zichun Zhang Weijie Wang Bruno Lepri Anan Liu Nicu Seb DiffM MedIm OOD CML 48 0 0 20 Apr 2025
Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art Performance Oliver Mills Philip G. Conaghan Nishant Ravikumar Samuel D. Relton MedIm 28 0 0 17 Apr 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation Anzhe Cheng Chenzhong Yin Yu Chang Heng Ping Shixuan Li Shahin Nazarian Paul Bogdan SSeg 86 0 0 11 Mar 2025
COMMA: Coordinate-aware Modulated Mamba Network for 3D Dispersed Vessel Segmentation Gen Shi Hui Zhang Jie Tian Mamba 66 0 0 04 Mar 2025
A Physics-Informed Deep Learning Model for MRI Brain Motion Correction Mojtaba Safari Shansong Wang Zach Eidex Richard L. J. Qiu Chih-Wei Chang D. Yu Xiaofeng Yang 84 0 0 13 Feb 2025
A Comprehensive Framework for Analyzing the Convergence of Adam: Bridging the Gap with SGD Ruinan Jin Xiao Li Yaoliang Yu Baoxiang Wang 21 0 0 06 Oct 2024
SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary Guidance Shun Zou Mingya Zhang Bingjian Fan Zhengyi Zhou Xiuguo Zou Mamba 29 3 0 17 Sep 2024
TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation Bobby Azad Pourya Adibfar Kaiqun Fu ViT MedIm 24 0 0 03 Sep 2024
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models Lin Zhao Xiao Chen Eric Z. Chen Yikang Liu Terrence Chen Shanhui Sun VLM 54 5 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 35 0 0 15 Apr 2024
PnPNet: Pull-and-Push Networks for Volumetric Segmentation with Boundary Confusion Xin You Ming Ding Minghui Zhang Hanxiao Zhang Yi Yu Jie-jin Yang Yun Gu 46 1 0 13 Dec 2023
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 38 1 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 26 7 0 20 Oct 2023
DR-VNet: Retinal Vessel Segmentation via Dense Residual UNet Ali Karaali Rozenn Dahyot Donal J. Sexton 24 24 0 08 Nov 2021
MISSFormer: An Effective Medical Image Segmentation Transformer Xiaohong Huang Zhifang Deng Dandan Li Xueguang Yuan ViT MedIm 87 174 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 126 708 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 101 208 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 277 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 1,705 0 18 Mar 2020
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 255 36,371 0 25 Aug 2016