Title
Template-Guided Reconstruction of Pulmonary Segments with Neural Implicit Functions Kangxian Xie Yufei Zhu Kaiming Kuang Li Zhang Yiming Li Mingchen Gao Jiancheng Yang 29 0 0 13 May 2025
Towards One-shot Federated Learning: Advances, Challenges, and Future Directions Flora Amato Lingyu Qiu Mohammad Tanveer S. Cuomo F. Giampaolo F. Piccialli FedML 63 0 0 05 May 2025
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 187 0 0 04 May 2025
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Yuyao Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 44 0 0 03 May 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
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study Soumitri Chattopadhyay Basar Demir Marc Niethammer VLM 72 0 0 28 Mar 2025
Multi-Class Segmentation of Aortic Branches and Zones in Computed Tomography Angiography: The AortaSeg24 Challenge Muhammad Imran J. Krebs Vishal Balaji Sivaraman Teng Zhang Amarjeet Kumar ... Gilbert R. Upchurch Jr. Jun Ma Yuyin Zhou M. Cooper Wei Shao 59 0 0 07 Feb 2025
Interpretable Auto Window Setting for Deep-Learning-Based CT Analysis Y. Zhang Meiling Chen Zhengjie Zhang OOD 48 0 0 07 Jan 2025
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Data Diet: Can Trimming PET/CT Datasets Enhance Lesion Segmentation? A. Jaus Simon Reiß Jens Klesiek Rainer Stiefelhagen 3DPC 23 0 0 20 Sep 2024
A Federated Learning-Friendly Approach for Parameter-Efficient Fine-Tuning of SAM in 3D Segmentation Mothilal Asokan Difei Gao Joya Chen Mike Zheng Shou FedML MedIm 39 1 0 31 Jul 2024
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart Tianrun Chen Chaotao Ding Lanyun Zhu Tao Xu Deyi Ji Yan Wang Ying Zang Ziyue Li MedIm Mamba 52 13 0 01 Jul 2024
Assessing Uncertainty Estimation Methods for 3D Image Segmentation under Distribution Shifts Masoumeh Javanbakhat Md Tasnimul Hasan Cristoph Lippert UQCV OOD 28 1 0 10 Feb 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie VLM MedIm 35 37 0 28 Dec 2023
ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting Yankai Jiang Zhongzhen Huang Rongzhao Zhang Xiaofan Zhang Shaoting Zhang VLM 42 10 0 07 Dec 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo Zhao VLM 44 38 0 22 Nov 2023
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification Yichi Zhang Shiyao Hu Sijie Ren Chen Jiang Yuan Cheng Yuan Qi MedIm 28 3 0 17 Nov 2023
Abdominal multi-organ segmentation in CT using Swinunter Mingjin Chen Yongkang He Yongyi Lu ViT OOD MedIm 21 0 0 28 Sep 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 36 0 0 21 Sep 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming Yang Fahad Shahbaz Khan VLM 40 119 0 25 Jul 2023
The STOIC2021 COVID-19 AI challenge: applying reusable training methodologies to private data L. Boulogne Julian Lorenz Daniel Kienzle Robin Schon K. Ludwig ... C. Russ R. Ionasec Nikos Paragios Bram van Ginneken Marieke Dubois 34 4 0 18 Jun 2023
AI in the Loop -- Functionalizing Fold Performance Disagreement to Monitor Automated Medical Image Segmentation Pipelines H. Gottlich P. Korfiatis Adriana V. Gregory Timothy Kline 26 0 0 15 May 2023
Tailored Multi-Organ Segmentation with Model Adaptation and Ensemble Jiahua Dong Guohua Cheng Yue Zhang Chengtao Peng Yu Song Ruofeng Tong Lanfen Lin Yen-Wei Chen 32 0 0 14 Apr 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 66 13 0 29 Mar 2023
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Saikat Roy Gregor Koehler Constantin Ulrich Michael Baumgartner Jens Petersen Fabian Isensee Paul F. Jaeger Klaus Maier-Hein ViT MedIm 42 138 0 17 Mar 2023
A Generalized Surface Loss for Reducing the Hausdorff Distance in Medical Imaging Segmentation A. Celaya B. Rivière David T. Fuentes MedIm 33 8 0 08 Feb 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 35 14 0 28 Jan 2023
The state-of-the-art 3D anisotropic intracranial hemorrhage segmentation on non-contrast head CT: The INSTANCE challenge Xiangyu Li Gongning Luo Kuanquan Wang Hongyu Wang Jun Liu ... Moona Mazher Abdul Qayyum Valeriia Abramova Xavier Llado Shuo Li 53 28 0 09 Jan 2023
Approaching Peak Ground Truth Florian Kofler J. Wahle Ivan Ezhov S. J. Wagner Rami Al-Maskari ... Jan Kirschke C. Zimmer Benedikt Wiestler Bjoern H. Menze Marie Piraud 34 9 0 31 Dec 2022
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Diffusion Models for Medical Image Analysis: A Comprehensive Survey A. Kazerouni Ehsan Khodapanah Aghdam Moein Heidari Reza Azad Mohsen Fayyaz I. Hacihaliloglu Dorit Merhof DiffM MedIm 51 359 0 14 Nov 2022
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT Jae Won Choi 34 4 0 11 Nov 2022
Deep Learning in Single-Cell Analysis Dylan Molho Jiayuan Ding Zhaoheng Li Haifang Wen Wenzhuo Tang ... P. Danaher Robert Yang Y. Lei Yuying Xie Jiliang Tang 31 23 0 22 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 47 143 0 10 Oct 2022
A Learning-based Framework for Topology-Preserving Segmentation using Quasiconformal Mappings Han Zhang L. Lui 37 6 0 07 Oct 2022
Random Data Augmentation based Enhancement: A Generalized Enhancement Approach for Medical Datasets Sidra Aleem Teerath Kumar Suzanne Little Malika Bendechache Rob Brennan Kevin McGuinness OOD 19 21 0 03 Oct 2022
Correlated Feature Aggregation by Region Helps Distinguish Aggressive from Indolent Clear Cell Renal Cell Carcinoma Subtypes on CT Karin Stacke Indrani Bhattacharya J. Tse J. Brooks G. Sonn M. Rusu 23 0 0 29 Sep 2022
Sauron U-Net: Simple automated redundancy elimination in medical image segmentation via filter pruning Juan Miguel Valverde Artem Shatillo Jussi Tohka AAML 29 5 0 27 Sep 2022
DLUNet: Semi-supervised Learning based Dual-Light UNet for Multi-organ Segmentation Haoran Lai Tao Wang Shuoling Zhou SSeg 36 2 0 22 Sep 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 23 3 0 19 Sep 2022
Boundary-Aware Network for Kidney Parsing Shishuai Hu Yiwen Ye Zehui Liao Yong-quan Xia MedIm 23 2 0 29 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 31 152 0 28 Jul 2022
COBRA: Cpu-Only aBdominal oRgan segmentAtion E. Henderson Dónal M. McSweeney A. Green 21 2 0 21 Jul 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 23 59 0 29 Mar 2022
Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions Pingping Dai Licong Dong Ruihan Zhang Haiming Zhu Jie Wu Kehong Yuan MedIm 29 4 0 20 Mar 2022
Characterizing Renal Structures with 3D Block Aggregate Transformers Xin Yu Yucheng Tang Yinchi Zhou Riqiang Gao Qi Yang ... Yuankai Huo Zhoubing Xu Thomas A. Lasko R. Abramson Bennett A. Landman MedIm ViT 38 3 0 04 Mar 2022
MixCL: Pixel label matters to contrastive learning Jun Li Quan Quan S. Kevin Zhou SSL 31 1 0 04 Mar 2022
Organ Shape Sensing using Pneumatically Attachable Flexible Rails in Robotic-Assisted Laparoscopic Surgery A. McDonald-Bowyer S. Dietsch E. Dimitrakakis J. Coote L. Lindenroth Danail Stoyanov A. Stilli 14 1 0 22 Feb 2022
Learning Perspective Deformation in X-Ray Transmission Imaging Yixing Huang Andreas Maier Fuxin Fan Björn Kreher Xiaolin Huang R. Fietkau Christoph Bert F. Putz MedIm 15 1 0 13 Feb 2022
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Rushi Jiao Qingcheng Liao Dongyang Li Jicong Zhang 35 57 0 05 Dec 2021