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"

50 / 77 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
Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg Jingchen Zou Jianqiang Li Gabriel Jimenez Qing Zhao Daniel Racoceanu Matias Cosarinsky Enzo Ferrante Guanghui Fu 36 0 0 22 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 50 0 0 20 Apr 2025
Hybrid Dense-UNet201 Optimization for Pap Smear Image Segmentation Using Spider Monkey Optimization Ach Khozaimi Isnani Darti Syaiful Anam Wuryansari Muharini Kusumawinahyu 26 0 0 17 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
From Gaze to Insight: Bridging Human Visual Attention and Vision Language Model Explanation for Weakly-Supervised Medical Image Segmentation Jingkun Chen Haoran Duan Xiao Zhang Boyan Gao T. Tan Vicente Grau Jungong Han 21 0 0 15 Apr 2025
Physical Scales Matter: The Role of Receptive Fields and Advection in Satellite-Based Thunderstorm Nowcasting with Convolutional Neural Networks Christoph Metzl Kianusch Vahid Yousefnia Richard Müller Virginia Poli Miria Celano Tobias Bölle 34 0 0 14 Apr 2025
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging Siyuan Dai Kai Ye Guodong Liu Haoteng Tang Liang Zhan MedIm 38 0 0 09 Apr 2025
Manifold Learning for Hyperspectral Images Fethi Harkat Tiphaine Deuberet Guillaume Gey V. Perrier K. Polisano 55 0 0 19 Mar 2025
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation Lei Shi Xi Fang Naiyu Wang Junxing Zhang 43 0 0 19 Mar 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
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask Diffusion Hantao Zhang Yuhe Liu Jiancheng Yang Weidong Guo Xinyuan Wang Pascal Fua MedIm 48 0 0 09 Mar 2025
Federated nnU-Net for Privacy-Preserving Medical Image Segmentation Grzegorz Skorupko Fotios Avgoustidis Carlos Martín-Isla Lidia Garrucho Dimitri A. Kessler ... Katarzyna Gwo'zdziewicz Xavier Bargalló Paulius Jaruševičius Kaisar Kushibar Karim Lekadir FedML 96 0 0 04 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
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Muhammad Bilal Junaid Qadir 76 0 0 24 Feb 2025
Topology-Aware Wavelet Mamba for Airway Structure Segmentation in Postoperative Recurrent Nasopharyngeal Carcinoma CT Scans Haishan Huang Pengchen Liang Naier Lin Luxi Wang Bin Pu Jianguo Chen Qing Chang Xia Shen Guo Ran Mamba 75 0 0 21 Feb 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
Color-Quality Invariance for Robust Medical Image Segmentation Ravi Shah Atsushi Fukuda Q. H. Cap OOD 106 0 0 11 Feb 2025
Multi-Stage Segmentation and Cascade Classification Methods for Improving Cardiac MRI Analysis Vitalii Slobodzian Pavlo Radiuk Oleksander Barmak Iurii Krak 71 1 0 12 Dec 2024
SAM-Mamba: Mamba Guided SAM Architecture for Generalized Zero-Shot Polyp Segmentation Tapas Kumar Dutta Snehashis Majhi Deepak Ranjan Nayak Debesh Jha Mamba 90 0 0 11 Dec 2024
Behavior Backdoor for Deep Learning Models J. T. Wang Pengfei Zhang R. Tao Jian Yang Hao Liu X. Liu Y. X. Wei Yao Zhao AAML 83 0 0 02 Dec 2024
Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline Junlong Cheng Bin Fu Jin Ye Guoan Wang Tianbin Li ... Jianfei Chen J. Li Yanzhou Su Min Zhu Junjun He VLM 84 4 0 19 Nov 2024
Reimagining partial thickness keratoplasty: An eye mountable robot for autonomous big bubble needle insertion Y. Wang J. Opfermann J. Yu H. Yi J. Kaluna R. Biswas R. Zuo W. Gensheimer A. Krieger J. U. Kang 11 2 0 18 Oct 2024
Large-Scale 3D Medical Image Pre-training with Geometric Context Priors Linshan Wu Jiaxin Zhuang Hao Chen 41 5 0 13 Oct 2024
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
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical Images Longchao Da Rui Wang Xiaojian Xu Parminder Bhatia Taha A. Kass-Hout Hua Wei Cao Xiao VLM MedIm 46 2 0 02 Oct 2024
Med-IC: Fusing a Single Layer Involution with Convolutions for Enhanced Medical Image Classification and Segmentation Md. Farhadul Islam Sarah Zabeen Meem Arafat Manab Mohammad Rakibul Hasan Mahin J. Mondal Md. Tanzim Reza Md. Zahidul Hasan Munima Haque Farig Sadeque Jannatun Noor 30 0 0 27 Sep 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
FIF-UNet: An Efficient UNet Using Feature Interaction and Fusion for Medical Image Segmentation Xiaolin Gou Chuanlin Liao Jizhe Zhou Fengshuo Ye Yi Lin 11 0 0 09 Sep 2024
TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation Bobby Azad Pourya Adibfar Kaiqun Fu ViT MedIm 29 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
MSA $^2$ Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation Sina Ghorbani Kolahi S. K. Chaharsooghi Toktam Khatibi Afshin Bozorgpour Reza Azad Moein Heidari I. Hacihaliloglu Dorit Merhof 30 1 0 31 Jul 2024
Conformal Performance Range Prediction for Segmentation Output Quality Control Anna M. Wundram Paul Fischer Michael Muehlebach Lisa M. Koch Christian F. Baumgartner UQCV 33 4 0 18 Jul 2024
Benchmarking Deep Learning Models on NVIDIA Jetson Nano for Real-Time Systems: An Empirical Investigation Tushar Prasanna Swaminathan Christopher Silver Thangarajah Akilan 21 6 0 25 Jun 2024
Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline Adaptations A. Karapetyan Aaron Chung Hin Chow S. Madanat AI4CE 25 0 0 06 Jun 2024
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer Seyed Mohammad Reza Modaresi A. Osmani Mohammadreza Razzazi A. Chibani SSeg 56 1 0 17 Apr 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
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation Yousef Sadegheih Afshin Bozorgpour Pratibha Kumari Reza Azad Dorit Merhof 57 3 0 07 Apr 2024
Cross-Modal Conditioned Reconstruction for Language-guided Medical Image Segmentation Xiaoshuang Huang Hongxiang Li Meng Cao Long Chen Chenyu You Dong An VLM 41 5 0 03 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 36 0 0 02 Apr 2024
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation Soumyajyoti Dey S. Chakraborty Utso Guha Roy Nibaran Das 33 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 16 0 0 24 Jan 2024
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation De-Xing Huang Xiao-Hu Zhou Xiaoliang Xie Shiqi Liu Zhen-Qiu Feng Mei-Jiang Gui Hao Li Tian-Yu Xiang Xiu-Ling Liu Zeng-Guang Hou MedIm 38 1 0 22 Jan 2024
Exploring scalable medical image encoders beyond text supervision Fernando Pérez-García Harshita Sharma Sam Bond-Taylor Kenza Bouzid Valentina Salvatelli ... Maria T. A. Wetscherek Noel C. F. Codella Stephanie L. Hyland Javier Alvarez-Valle Ozan Oktay LM&MA MedIm 50 26 0 19 Jan 2024
BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation Libin Lan Pengzhou Cai Lu Jiang Xiaojuan Liu Yongmei Li Yudong Zhang ViT MedIm 27 6 0 01 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 55 11 0 28 Dec 2023
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
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook Reza Azad Moein Heidary Kadir Yilmaz Michael Huttemann Sanaz Karimijafarbigloo Yuli Wu Anke Schmeink Dorit Merhof VLM SSeg 39 17 0 08 Dec 2023