Domain Adaptation for Medical Image Analysis: A Survey

18 February 2021

Papers citing "Domain Adaptation for Medical Image Analysis: A Survey"

50 / 198 papers shown

Title
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation Jianghao Wu Guotai Wang Ran Gu Tao Lu Yinan Chen Wentao Zhu Tom Kamiel Magda Vercauteren Sébastien Ourselin Shaoting Zhang MedIm OOD 15 22 0 19 Sep 2023
Image-level supervision and self-training for transformer-based cross-modality tumor segmentation Malo de Boisredon Eugene Vorontsov W. Le Samuel Kadoury MedIm ViT 27 0 0 17 Sep 2023
A2V: A Semi-Supervised Domain Adaptation Framework for Brain Vessel Segmentation via Two-Phase Training Angiography-to-Venography Translation Francesco Galati Daniele Falcetta Rosa Cortese Barbara Casolla F. Prados Ninon Burgos Maria A. Zuluaga 25 3 0 12 Sep 2023
Spectral Adversarial MixUp for Few-Shot Unsupervised Domain Adaptation Jiajin Zhang Hanqing Chao Amit Dhurandhar Pin-Yu Chen A. Tajer Yangyang Xu Pingkun Yan 33 9 0 03 Sep 2023
Unsupervised Adaptation of Polyp Segmentation Models via Coarse-to-Fine Self-Supervision Jiexiang Wang Chaoqi Chen 18 2 0 13 Aug 2023
SelectNAdapt: Support Set Selection for Few-Shot Domain Adaptation Youssef Dawoud G. Carneiro Vasileios Belagiannis 37 0 0 09 Aug 2023
Take Your Pick: Enabling Effective Personalized Federated Learning within Low-dimensional Feature Space Guogang Zhu Xuefeng Liu Shaojie Tang Jianwei Niu Xinghao Wu Jiaxing Shen 32 2 0 26 Jul 2023
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives S. Kumari Pravendra Singh OOD 43 29 0 18 Jul 2023
Domain Adaptation using Silver Standard Labels for Ki-67 Scoring in Digital Pathology: A Step Closer to Widescale Deployment Amanda Dy Ngoc-Nhu Jennifer Nguyen S. Mirjahanmardi Melanie Dawe A. Fyles Wei Shi Fei Liu D. Androutsos S. Done A. Khademi 11 3 0 08 Jul 2023
A denoised Mean Teacher for domain adaptive point cloud registration Alexander Bigalke M. Heinrich OOD 21 3 0 26 Jun 2023
DiffuseIR:Diffusion Models For Isotropic Reconstruction of 3D Microscopic Images Mingjie Pan Yulu Gan Fangxu Zhou Jiaming Liu Aimin Wang Shanghang Zhang Dawei Li MedIm DiffM 19 7 0 21 Jun 2023
Brain Anatomy Prior Modeling to Forecast Clinical Progression of Cognitive Impairment with Structural MRI Lintao Zhang Jinjian Wu Lihong Wang Li Wang David C. Steffens S. Qiu G. Potter Mingxia Liu MedIm AI4CE 21 0 0 20 Jun 2023
Experts' cognition-driven ensemble deep learning for external validation of predicting pathological complete response to neoadjuvant chemotherapy from histological images in breast cancer Yongquan Yang Fengling Li Yani Wei Yuanyuan Zhao Jing Fu Xiuli Xiao Hong Bu 33 3 0 19 Jun 2023
Domain-Aware Few-Shot Learning for Optical Coherence Tomography Noise Reduction Deborah Pereg OOD 34 2 0 13 Jun 2023
Federated Learning for Medical Image Analysis: A Survey Hao Guan Pew-Thian Yap Andrea Bozoki Mingxia Liu FedML OOD 35 113 0 09 Jun 2023
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation Shishuai Hu Zehui Liao Yong-quan Xia MedIm 37 28 0 08 Jun 2023
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation Yifan Gao W. Xia Dingdu Hu Wenkui Wang Xin Gao OOD VLM MedIm 16 29 0 01 Jun 2023
Can We Evaluate Domain Adaptation Models Without Target-Domain Labels? Jianfei Yang Hanjie Qian Yuecong Xu Kai Wang Lihua Xie 39 9 0 30 May 2023
Distilling BlackBox to Interpretable models for Efficient Transfer Learning Shantanu Ghosh K. Yu Kayhan Batmanghelich 22 3 0 26 May 2023
SynthMix: Mixing up Aligned Synthesis for Medical Cross-Modality Domain Adaptation Xinwen Zhang Chaoyi Zhang Dongnan Liu Qianbi Yu Weidong (Tom) Cai MedIm 30 0 0 07 May 2023
Annotation-efficient learning for OCT segmentation Haoran Zhang Jianlong Yang Ce Zheng Shiqing Zhao Aili Zhang MedIm 71 7 0 06 May 2023
MLHOps: Machine Learning for Healthcare Operations Kristoffer Larsen Vallijah Subasri A. Krishnan Cláudio Tinoco Mesquita Diana Paez Laleh Seyyed-Kalantari Amalia Peix LM&MA AI4TS VLM 27 2 0 04 May 2023
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation Yan Wang Jian Cheng Yixin Chen Shuai Shao Lanyun Zhu Zhenzhou Wu T. Liu Haogang Zhu OOD MedIm 60 25 0 26 Apr 2023
Structure Preserving Cycle-GAN for Unsupervised Medical Image Domain Adaptation Paolo Iacono N. Khan OOD MedIm 40 3 0 18 Apr 2023
Domain shifts in dermoscopic skin cancer datasets: Evaluation of essential limitations for clinical translation Katharina Fogelberg Sireesha Chamarthi Roman C. Maron Julia Niebling T. Brinker OOD 27 14 0 14 Apr 2023
Source-free Domain Adaptation Requires Penalized Diversity Laya Rafiee Sevyeri Ivaxi Sheth Farhood Farahnak Alexandre See Samira Ebrahimi Kahou T. Fevens Mohammad Havaei TTA 24 0 0 06 Apr 2023
BugNIST -- a Large Volumetric Dataset for Object Detection under Domain Shift Patrick M. Jensen Anders B. Dahl Carsten Gundlach Rebecca J Engberg H. Kjer Vedrana Andersen Dahl 33 1 0 04 Apr 2023
Cross-modal tumor segmentation using generative blending augmentation and self training Guillaume Sallé Pierre-Henri Conze J. Bert N. Boussion D. Visvikis V. Jaouen MedIm 16 7 0 04 Apr 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 21 192 0 17 Mar 2023
HALOS: Hallucination-free Organ Segmentation after Organ Resection Surgery Anne-Marie Rickmann Murong Xu Tom Nuno Wolf Oksana P. Kovalenko Christian Wachinger SSeg 22 3 0 14 Mar 2023
AnoMalNet: Outlier Detection based Malaria Cell Image Classification Method Leveraging Deep Autoencoder A. Huq Md. Tanzim Reza Shahriar Hossain Shakib Mahmud Dipto 11 2 0 10 Mar 2023
Reverse Engineering Breast MRIs: Predicting Acquisition Parameters Directly from Images N. Konz Maciej Mazurowski MedIm 33 5 0 08 Mar 2023
Bootstrap The Original Latent: Learning a Private Model from a Black-box Model Shuai Wang Daoan Zhang Jiang Zhang Weiwei Zhang Ruizhen Li FedML 32 0 0 07 Mar 2023
Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Model for Disease Detection from Chest X-rays Mohammad Zunaed M. Haque Taufiq Hasan OOD 20 5 0 27 Feb 2023
3D Vessel Segmentation with Limited Guidance of 2D Structure-agnostic Vessel Annotations Huai Chen Xiuying Wang Lisheng Wang 3DPC 13 4 0 07 Feb 2023
A sliced-Wasserstein distance-based approach for out-of-class-distribution detection M. Shifat-E.-Rabbi A. Rubaiyat Zhuang Yan Gustavo K. Rohde OOD 13 0 0 02 Feb 2023
MSCDA: Multi-level Semantic-guided Contrast Improves Unsupervised Domain Adaptation for Breast MRI Segmentation in Small Datasets Sheng Kuang Henry C. Woodruff R. Granzier T. Nijnatten M. Lobbes M. Smidt Philippe Lambin S. Mehrkanoon 25 16 0 04 Jan 2023
Source-Free Unsupervised Domain Adaptation: A Survey Yuqi Fang P. Yap W. Lin Hongtu Zhu Mingxia Liu 130 90 0 31 Dec 2022
CellTranspose: Few-shot Domain Adaptation for Cellular Instance Segmentation M. Keaton Ram J. Zaveri Gianfranco Doretto 19 14 0 28 Dec 2022
Application of Unsupervised Domain Adaptation for Structural MRI Analysis P. Reddy OOD 20 0 0 26 Dec 2022
Hybrid Representation Learning for Cognitive Diagnosis in Late-Life Depression Over 5 Years with Structural MRI Lintao Zhang Lihong Wang Min Yu R. Wu David C. Steffens G. Potter Mingxia Liu 17 3 0 24 Dec 2022
Introduction to Machine Learning for Physicians: A Survival Guide for Data Deluge Ricards Marcinkevics Ece Ozkan Julia E. Vogt OOD LM&MA FedML 26 2 0 23 Dec 2022
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision Malo Alefsen de Boisredon dÁssier Eugene Vorontsov Samuel Kadoury MedIm 33 2 0 14 Dec 2022
LE-UDA: Label-efficient unsupervised domain adaptation for medical image segmentation Ziyuan Zhao Fangcheng Zhou Kaixin Xu Zeng Zeng Cuntai Guan S Kevin Zhou OOD 34 43 0 05 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 35 7 0 04 Dec 2022
Investigating certain choices of CNN configurations for brain lesion segmentation Masoomeh Rahimpour A. Radwan Henri Vandermeulen S. Sunaert K. Goffin M. Koole 47 1 0 02 Dec 2022
Single Slice Thigh CT Muscle Group Segmentation with Domain Adaptation and Self-Training Qi Yang Xin Yu Ho Hin Lee L. Cai Kaiwen Xu ... Yuankai Huo A. Moore S. Makrogiannis Luigi Ferrucci Bennett A. Landman 34 3 0 30 Nov 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
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image Segmentation Ran Gu Guotai Wang Jiangshan Lu Jingyang Zhang Wenhui Lei ... Wenjun Liao Shichuan Zhang Kang Li Dimitris N. Metaxas Shaoting Zhang MedIm 29 29 0 22 Nov 2022
ProSFDA: Prompt Learning based Source-free Domain Adaptation for Medical Image Segmentation Shishuai Hu Zehui Liao Yong-quan Xia OOD MedIm 28 21 0 21 Nov 2022