Title
Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting Zheang Huai Hui Tang Yi Li Zhe Chen Xiaomeng Li VLM 85 0 0 13 May 2025
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image Interpretation Linshan Wu Yuxiang Nie Sunan He Jiaxin Zhuang Hao Chen ... V. Vardhanabhuti R. Chan Yifan Peng Pranav Rajpurkar Hao Chen LM&MA MedIm 109 0 0 30 Apr 2025
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation Yazhou Zhu Minxian Li Qiaolin Ye Shidong Wang Tong Xin Haofeng Zhang 63 0 0 01 Oct 2024
LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification Reuben Dorent Roya Khajavi Tagwa Idris Erik Ziegler B. Somarouthu ... Minghui Zhang Steve Pieper Gordon Harris Ron Kikinis Tina Kapur 64 5 0 19 Aug 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 83 5 0 16 Aug 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej A. Mazurowski MedIm VLM 100 14 0 15 Apr 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 56 37 0 28 Dec 2023
SegVol: Universal and Interactive Volumetric Medical Image Segmentation Yuxin Du Fan Bai Tiejun Huang Bo Zhao VLM 56 39 0 22 Nov 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 60 0 0 21 Sep 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 92 13 0 29 Mar 2023
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Stine Hansen Srishti Gautam Robert Jenssen Michael C. Kampffmeyer 60 85 0 03 Mar 2022
Abdominal multi-organ segmentation with cascaded convolutional and adversarial deep networks Pierre-Henri Conze A. Emre Kavur E. Gall N. Gezer Y. Meur M. Alper Selver F. Rousseau SSeg MedIm 39 101 0 26 Jan 2020
Unsupervised Domain Adaptation via Disentangled Representations: Application to Cross-Modality Liver Segmentation Junlin Yang Nicha Dvornek Fan Zhang Julius Chapiro Mingde Lin James S. Duncan DRL OOD 27 133 0 31 Jul 2019
Multi-scale self-guided attention for medical image segmentation Ashish Sinha Jose Dolz SSeg 52 415 0 07 Jun 2019
Automated Design of Deep Learning Methods for Biomedical Image Segmentation Fabian Isensee Paul F. Jäger Simon A. A. Kohl Jens Petersen Klaus H. Maier-Hein 3DV SSeg 97 172 0 17 Apr 2019
Multi-Domain Adversarial Learning Alice Schoenauer Sebag Louise Heinrich Marc Schoenauer Michele Sebag Lani F. Wu S. Altschuler OOD 20 60 0 21 Mar 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 71 846 0 25 Feb 2019
SUMNet: Fully Convolutional Model for Fast Segmentation of Anatomical Structures in Ultrasound Volumes Sumanth Nandamuri D. China Pabitra Mitra Debdoot Sheet 37 35 0 21 Jan 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 75 1,009 0 13 Jan 2019
Healthy versus pathological learning transferability in shoulder muscle MRI segmentation using deep convolutional encoder-decoders Pierre-Henri Conze S. Brochard Valérie Burdin F. Sheehan C. Pons MedIm 49 48 0 06 Jan 2019
Computational Anatomy for Multi-Organ Analysis in Medical Imaging: A Review Juan J. Cerrolaza M. L. Picazo L. Humbert Yoshinobu Sato Daniel Rueckert M. A. G. Ballester M. Linguraru AI4CE 35 69 0 20 Dec 2018
IVD-Net: Intervertebral disc localization and segmentation in MRI with a multi-modal UNet Jose Dolz Christian Desrosiers Ismail Ben Ayed 55 111 0 19 Nov 2018
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation Nabila Abraham N. Khan SSeg MedIm 45 699 0 18 Oct 2018
A Novel Domain Adaptation Framework for Medical Image Segmentation A. Gholami Shashank Subramanian Varun Shenoy Naveen Himthani Xiangyu Yue Sicheng Zhao Peter H. Jin George Biros Kurt Keutzer MedIm 36 50 0 11 Oct 2018
Deep learning to achieve clinically applicable segmentation of head and neck anatomy for radiotherapy Stanislav Nikolov Sam Blackwell Alexei Zverovitch R. Mendes Michelle Livne ... Mustafa Suleyman T. Back Ricky A. Sharma J. Ledsam Olaf Ronneberger 106 297 0 12 Sep 2018
Dual Attention Network for Scene Segmentation J. Fu Qingbin Liu Haijie Tian Yong Li Yongjun Bao Zhiwei Fang Hanqing Lu SSeg 218 5,079 0 09 Sep 2018
Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images Jo Schlemper Ozan Oktay M. Schaap M. Heinrich Bernhard Kainz Ben Glocker Daniel Rueckert MedIm 46 1,459 0 22 Aug 2018
Why rankings of biomedical image analysis competitions should be interpreted with care Lena Maier-Hein Matthias Eisenmann Annika Reinke Sinan Onogur Marko Stankovic ... Ching-Wei Wang M. Weber G. Zheng Pierre Jannin A. Kopp-Schneider 36 297 0 06 Jun 2018
Pyramid Attention Network for Semantic Segmentation Hanchao Li Pengfei Xiong Jie An Lingxue Wang SSeg 76 841 0 25 May 2018
Adversarial Network Compression Vasileios Belagiannis Azade Farshad Fabio Galasso GAN AAML 20 58 0 28 Mar 2018
Group Normalization Yuxin Wu Kaiming He 119 3,626 0 22 Mar 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 103 342 0 03 Mar 2018
TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation V. Iglovikov Alexey A. Shvets SSeg 25 610 0 17 Jan 2018
Ensembles of Multiple Models and Architectures for Robust Brain Tumour Segmentation Konstantinos Kamnitsas Wenjia Bai Enzo Ferrante Jingyu Sun Matthew Sinclair ... Martin Rajchl Matthew C. H. Lee Bernhard Kainz Daniel Rueckert Ben Glocker 3DV AAML OOD 50 433 0 04 Nov 2017
NiftyNet: a deep-learning platform for medical imaging Eli Gibson Wenqi Li Carole Sudre Lucas Fidon D. I. Shakir ... Marc Modat D. Barratt Sébastien Ourselin M. Jorge Cardoso Tom Vercauteren 56 549 0 11 Sep 2017
Improved Texture Networks: Maximizing Quality and Diversity in Feed-forward Stylization and Texture Synthesis Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 49 791 0 09 Jan 2017
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation Konstantinos Kamnitsas C. Ledig Virginia Newcombe Joanna P. Simpson A. D. Kane David Menon Daniel Rueckert Ben Glocker MedIm 3DV 100 3,049 0 18 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.1K 192,638 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 942 76,547 0 18 May 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 226 43,154 0 11 Feb 2015