Title
Advancing 3D Medical Image Segmentation: Unleashing the Potential of Planarian Neural Networks in Artificial Intelligence Ziyuan Huang Kevin Huggins Srikar Bellur 3DV 44 0 0 07 May 2025
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Y. Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 31 0 0 03 May 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
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation Behzad Hejrati Soumyanil Banerjee C. Glide-Hurst Ming Dong DiffM MedIm 112 0 0 21 Feb 2025
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation Boqian Wu Q. Xiao Shiwei Liu Lu Yin Mykola Pechenizkiy D. Mocanu M. V. Keulen Elena Mocanu MedIm 53 4 0 20 Feb 2025
Mesh2SSM++: A Probabilistic Framework for Unsupervised Learning of Statistical Shape Model of Anatomies from Surface Meshes Krithika S. Iyer Mokshagna Sai Teja Karanam Shireen Elhabian 64 0 0 11 Feb 2025
Revisiting MAE pre-training for 3D medical image segmentation Tassilo Wald Constantin Ulrich Stanislav Lukyanenko Andrei Goncharov Alberto Paderno Leander Maerkisch Paul F. Jäger Paul F. Jäger Klaus Maier-Hein 42 2 0 30 Oct 2024
MedDiff-FM: A Diffusion-based Foundation Model for Versatile Medical Image Applications Yongrui Yu Yannian Gu S. Zhang Xiaofan Zhang MedIm 36 2 0 20 Oct 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao H. Fu F. Khan Rao Muhammad Anwer MedIm 33 5 0 05 Oct 2024
Data Diet: Can Trimming PET/CT Datasets Enhance Lesion Segmentation? A. Jaus Simon Reiß Jens Klesiek Rainer Stiefelhagen 3DPC 11 0 0 20 Sep 2024
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 64 6 0 13 Aug 2024
AI Radiologist: Revolutionizing Liver Tissue Segmentation with Convolutional Neural Networks and a Clinician-Friendly GUI Ayman Al-Kababji F. Bensaali S. Dakua Yassine Himeur MedIm 36 0 0 11 Jun 2024
SR4ZCT: Self-supervised Through-plane Resolution Enhancement for CT Images with Arbitrary Resolution and Overlap Jiayang Shi D. Pelt K. Batenburg 24 0 0 03 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 52 5 0 02 May 2024
MiM: Mask in Mask Self-Supervised Pre-Training for 3D Medical Image Analysis Jiaxin Zhuang Linshan Wu Qiong Wang V. Vardhanabhuti Lin Luo Hao Chen Hao Chen 49 4 0 24 Apr 2024
Learning Low-Rank Feature for Thorax Disease Classification Rajeev Goel Utkarsh Nath Yancheng Wang Alvin C. Silva Teresa Wu Yingzhen Yang 20 0 0 14 Feb 2024
Assessing Uncertainty Estimation Methods for 3D Image Segmentation under Distribution Shifts Masoumeh Javanbakhat Md Tasnimul Hasan Cristoph Lippert UQCV OOD 21 1 0 10 Feb 2024
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain Amin Karimi Monsefi Payam Karisani Mengxi Zhou Stacey S. Choi Nathan Doble Heng Ji Srinivasan Parthasarathy R. Ramnath 41 5 0 09 Feb 2024
Exploiting Liver CT scans in Colorectal Carcinoma genomics mutation classification Daniele Perlo L. Berton Alessia Delpiano Francesca Menchini S. Tibaldi M. Grosso P. Fonio 19 0 0 25 Jan 2024
Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving Trend M. Woodland Austin Castelo Mais Al Taie Jessica Albuquerque Marques Silva Mohamed Eltaher ... Austin Castelo Suprateek Kundu Joshua P. Yung Ankit B. Patel Kristy K. Brock MedIm AAML 30 10 0 22 Nov 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo-Lu Zhao VLM 28 38 0 22 Nov 2023
Abdominal multi-organ segmentation in CT using Swinunter Mingjin Chen Yongkang He Yongyi Lu ViT OOD MedIm 16 0 0 28 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 29 39 0 07 Sep 2023
M3D-NCA: Robust 3D Segmentation with Built-in Quality Control John Kalkhof Anirban Mukhopadhyay 11 10 0 06 Sep 2023
AC-Norm: Effective Tuning for Medical Image Analysis via Affine Collaborative Normalization Chuyan Zhang Yuncheng Yang Hao Zheng Yun Gu 24 0 0 28 Jul 2023
Towards Unifying Anatomy Segmentation: Automated Generation of a Full-body CT Dataset via Knowledge Aggregation and Anatomical Guidelines A. Jaus C. Seibold Kelsey Hermann Alexandra Walter K. Giske Johannes Haubold Jens Kleesiek Rainer Stiefelhagen 28 19 0 25 Jul 2023
3D Medical Image Segmentation based on multi-scale MPU-Net Zeqiu Yu Shuo Han Ziheng Song 3DV 11 3 0 11 Jul 2023
Modality-Agnostic Learning for Medical Image Segmentation Using Multi-modality Self-distillation Qisheng He Nicholas Summerfield Ming Dong C. Glide-Hurst 19 1 0 06 Jun 2023
Physics-Informed Computer Vision: A Review and Perspectives C. Banerjee Kien Nguyen Clinton Fookes G. Karniadakis PINN AI4CE 30 27 0 29 May 2023
Segment Anything Model for Medical Image Analysis: an Experimental Study Maciej Mazurowski Haoyu Dong Han Gu Jichen Yang N. Konz Yixin Zhang MedIm VLM 28 467 0 20 Apr 2023
Localise to segment: crop to improve organ at risk segmentation accuracy Abraham George Smith Denis Kutnár I. Vogelius S. Darkner Jens Petersen SSeg 25 2 0 10 Apr 2023
CuNeRF: Cube-Based Neural Radiance Field for Zero-Shot Medical Image Arbitrary-Scale Super Resolution Zixuan Chen Jianhuang Lai Lingxiao Yang Xiaohua Xie MedIm 19 28 0 28 Mar 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 27 6 0 07 Feb 2023
UnICLAM:Contrastive Representation Learning with Adversarial Masking for Unified and Interpretable Medical Vision Question Answering Chenlu Zhan Peng Peng Hongsen Wang Tao Chen Hongwei Wang MedIm 18 3 0 21 Dec 2022
Context Label Learning: Improving Background Class Representations in Semantic Segmentation Zeju Li Konstantinos Kamnitsas C. Ouyang Chen Chen Ben Glocker VLM 25 6 0 16 Dec 2022
UNETR++: Delving into Efficient and Accurate 3D Medical Image Segmentation Abdelrahman M. Shaker Muhammad Maaz H. Rasheed Salman Khan Ming Yang F. Khan MedIm 24 129 0 08 Dec 2022
Membership Inference Attacks Against Semantic Segmentation Models Tomás Chobola Dmitrii Usynin Georgios Kaissis MIACV 11 6 0 02 Dec 2022
Attribution-based XAI Methods in Computer Vision: A Review Kumar Abhishek Deeksha Kamath 27 16 0 27 Nov 2022
Open-Source Skull Reconstruction with MONAI Jianning Li André Ferreira B. Puladi Victor Alves Michael Kamp Moon S. Kim F. Nensa Jens Kleesiek Seyed-Ahmad Ahmadi Jan Egger 19 1 0 25 Nov 2022
A Radiogenomics Pipeline for Lung Nodules Segmentation and Prediction of EGFR Mutation Status from CT Scans Ivo Gollini Navarrete Mohammad Yaqub 16 3 0 12 Nov 2022
Theoretical analysis and experimental validation of volume bias of soft Dice optimized segmentation maps in the context of inherent uncertainty J. Bertels D. Robben Dirk Vandermeulen P. Suetens 22 19 0 08 Nov 2022
How precise are performance estimates for typical medical image segmentation tasks? Rosana El Jurdi O. Colliot UQCV 15 6 0 26 Oct 2022
Evaluating the Performance of StyleGAN2-ADA on Medical Images M. Woodland J. Wood B. Anderson Suprateek Kundu E. Lin ... S. Yedururi Briand De Yuan-Mao Lin Ankit B. Patel Kristy K. Brock MedIm 24 22 0 07 Oct 2022
APAUNet: Axis Projection Attention UNet for Small Target in 3D Medical Segmentation Yuncheng Jiang Zixun Zhang Shixi Qin Yao Guo Zhuguo Li Shuguang Cui 32 12 0 04 Oct 2022
3D Cross-Pseudo Supervision (3D-CPS): A semi-supervised nnU-Net architecture for abdominal organ segmentation Yo-Ping Huang Han Zhang Yan Yan Haseeb Hassan 11 3 0 19 Sep 2022
$Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning$ Warm Start Active Learning with Proxy Labels \& Selection via Semi-Supervised Fine-Tuning V. Nath Dong Yang H. Roth Daguang Xu 34 25 0 13 Sep 2022
Split-U-Net: Preventing Data Leakage in Split Learning for Collaborative Multi-Modal Brain Tumor Segmentation H. Roth Ali Hatamizadeh Ziyue Xu Can Zhao Wenqi Li Andriy Myronenko Daguang Xu FedML 31 9 0 22 Aug 2022
Improved Pancreatic Tumor Detection by Utilizing Clinically-Relevant Secondary Features Christiaan G. A. Viviers Mark Ramaekers Peter H. N. de With Dimitrios Mavroeidis Joost Nederend M. Luyer Fons van der Sommen 27 8 0 06 Aug 2022
Task-agnostic Continual Hippocampus Segmentation for Smooth Population Shifts Camila González Amin Ranem Ahmed Othman Anirban Mukhopadhyay OOD 13 7 0 05 Aug 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 21 151 0 28 Jul 2022