Title
ProtoKD: Learning from Extremely Scarce Data for Parasite Ova Recognition Shubham Trehan U. Ramachandran Ruth Scimeca Sathyanarayanan N. Aakur 21 0 0 18 Sep 2023
Exploring Transfer Learning in Medical Image Segmentation using Vision-Language Models K. Poudel Manish Dhakal Prasiddha Bhandari Rabin Adhikari Safal Thapaliya Bishesh Khanal VLM 30 17 0 15 Aug 2023
Brain tumor multi classification and segmentation in MRI images using deep learning Belal Amin Romario Sameh Samir Youssef Tarek M. Ahmed R. Ibrahim Manar Ahmed Mohamed Hassan 6 4 0 20 Apr 2023
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation M. Keaton Ram J. Zaveri Gianfranco Doretto 19 14 0 28 Dec 2022
Reducing Domain Gap in Frequency and Spatial domain for Cross-modality Domain Adaptation on Medical Image Segmentation Shaolei Liu Siqi Yin Linhao Qu Manning Wang OOD 22 11 0 28 Nov 2022
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation Xiaofeng Liu Fangxu Xing G. El Fakhri Jonghye Woo OOD 37 30 0 16 Sep 2022
Robust machine learning segmentation for large-scale analysis of heterogeneous clinical brain MRI datasets Benjamin Billot C. Magdamo You Cheng S. Arnold Sudeshna Das Juan Eugenio Iglesias 24 97 0 05 Sep 2022
Multi-Scale Multi-Target Domain Adaptation for Angle Closure Classification Zhen Qiu Yifan Zhang Fei Li Xiulan Zhang Yanwu Xu Mingkui Tan 43 1 0 25 Aug 2022
DLTTA: Dynamic Learning Rate for Test-time Adaptation on Cross-domain Medical Images Hongzheng Yang Cheng Chen Meirui Jiang Quande Liu Jianfeng Cao Pheng Ann Heng Qi Dou OOD 40 26 0 27 May 2022
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no Retraining Benjamin Billot Magdamo Colin S. Arnold Sudeshna Das Juan Eugenio Iglesias OOD 23 11 0 03 Mar 2022
Mitigating domain shift in AI-based tuberculosis screening with unsupervised domain adaptation Nishanjan Ravin Sourajit Saha A. Schweitzer A. Elahi Farouk Dako D. Mollura David Chapman OOD 22 0 0 09 Nov 2021
Calibrating the Dice loss to handle neural network overconfidence for biomedical image segmentation Michael Yeung L. Rundo Yang Nan Evis Sala Carola-Bibiane Schönlieb Guang Yang UQCV 25 30 0 31 Oct 2021
Dispensed Transformer Network for Unsupervised Domain Adaptation Yunxiang Li Jingxiong Li Ruilong Dan Shuai Wang Kai Jin ... Qianni Zhang Huiyu Zhou Qun Jin Li Wang Yaqi Wang OOD MedIm 23 4 0 28 Oct 2021
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation Brandon Mac A. Moody A. Khademi MedIm 27 0 0 14 Aug 2021
Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Ivan Zakazov B. Shirokikh A. Chernyavskiy Mikhail Belyaev OOD 27 15 0 10 Jul 2021
Rethinking Transfer Learning for Medical Image Classification Le Peng Hengyue Liang Gaoxiang Luo Taihui Li Ju Sun VLM LM&MA 16 5 0 09 Jun 2021
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications Yang Ma Chaoyi Zhang Mariano Cabezas Yang Song Zihao Tang Dongnan Liu Weidong (Tom) Cai M. Barnett Chenyu Wang 21 35 0 20 Apr 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 48 529 0 18 Feb 2021
Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 67 28 0 07 Jan 2021
Multiple Sclerosis Lesion Segmentation -- A Survey of Supervised CNN-Based Methods H. Zhang I. Oguz 30 14 0 12 Dec 2020
Unsupervised Domain Adaptation via CycleGAN for White Matter Hyperintensity Segmentation in Multicenter MR Images Julian Alberto Palladino D. Slezak Enzo Ferrante OOD MedIm 26 27 0 10 Sep 2020
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation Kang Li Shujun Wang Lequan Yu Pheng-Ann Heng 19 51 0 13 Jul 2020
Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks Davood Karimi Simon K. Warfield Ali Gholipour MedIm 16 19 0 30 May 2020
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng Ann Heng 21 311 0 06 Feb 2020
Bridging the gap between AI and Healthcare sides: towards developing clinically relevant AI-powered diagnosis systems Changhee Han L. Rundo K. Murao T. Nemoto Hideki Nakayama MedIm 30 27 0 12 Jan 2020
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation Alireza Mehrtash W. Wells C. Tempany Purang Abolmaesumi Tina Kapur OOD FedML UQCV 24 264 0 29 Nov 2019
Machine Learning Techniques for Biomedical Image Segmentation: An Overview of Technical Aspects and Introduction to State-of-Art Applications Hyunseok Seo M. B. Khuzani V. Vasudevan Charles Huang Hongyi Ren Ruoxiu Xiao Xiao Jia Lei Xing VLM 24 218 0 06 Nov 2019
Brain MRI Tumor Segmentation with Adversarial Networks E. Giacomello Daniele Loiacono L. Mainardi GAN MedIm 24 6 0 07 Oct 2019
Towards continuous learning for glioma segmentation with elastic weight consolidation Karin A. van Garderen S. V. D. Voort Fatih Incekara M. Smits S. Klein CLL 11 19 0 25 Sep 2019
Model-Based and Data-Driven Strategies in Medical Image Computing Daniel Rueckert Julia A. Schnabel OOD MedIm AI4CE 28 50 0 23 Sep 2019
A Transfer Learning Approach for Automated Segmentation of Prostate Whole Gland and Transition Zone in Diffusion Weighted MRI Saman Motamed Isha Gujrathi D. Deniffel Anton Oentoro M. Haider Farzad Khalvati MedIm 11 9 0 20 Sep 2019
Intensity augmentation for domain transfer of whole breast segmentation in MRI L. Hesse Grey Kuling M. Veta Anne L. Martel 19 5 0 05 Sep 2019
TUNA-Net: Task-oriented UNsupervised Adversarial Network for Disease Recognition in Cross-Domain Chest X-rays Yuxing Tang Youbao Tang V. Sandfort Jing Xiao Ronald M. Summers ViT MedIm 24 40 0 21 Aug 2019
Automated Multi-sequence Cardiac MRI Segmentation Using Supervised Domain Adaptation Sulaiman Vesal Nishant Ravikumar Andreas Maier 21 20 0 21 Aug 2019
Bayesian Generative Models for Knowledge Transfer in MRI Semantic Segmentation Problems Anna Kuzina Evgenii Egorov Evgeny Burnaev MedIm 29 19 0 15 Aug 2019
Fully-automated deep learning-powered system for DCE-MRI analysis of brain tumors J. Nalepa P. R. Lorenzo Michal Marcinkiewicz B. Bobek-Billewicz P. Wawrzyniak ... M. Kawulok Wojciech Dudzik Grzegorz Mrukwa Pawel Ulrych M. P. Hayball 24 47 0 18 Jul 2019
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng-Ann Heng OOD 8 308 0 24 Jan 2019
Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation Hugo Oliveira E. Ferreira J. A. dos Santos MedIm 19 14 0 16 Jan 2019
One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networks Sergi Valverde Mostafa Salem Mariano Cabezas D. Pareto J. Vilanova L. Ramió-Torrentá À. Rovira J. Salvi A. Oliver Xavier Llado 16 135 0 31 May 2018
Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis V. Cheplygina Marleen de Bruijne J. Pluim 16 745 0 17 Apr 2018
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 334 10,621 0 19 Feb 2017
Deep Multi-scale Location-aware 3D Convolutional Neural Networks for Automated Detection of Lacunes of Presumed Vascular Origin Mohsen Ghafoorian N. Karssemeijer Tom Heskes M. Bergkamp Joost Wissink ... K. Keizer F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel MedIm 212 123 0 24 Oct 2016
Location Sensitive Deep Convolutional Neural Networks for Segmentation of White Matter Hyperintensities Mohsen Ghafoorian N. Karssemeijer Tom Heskes I. V. Uden C. I. Sánchez G. Litjens F.‐E. Leeuw Bram van Ginneken E. Marchiori B. Platel SSeg 21 236 0 16 Oct 2016