Domain Adaptation for Medical Image Analysis: A Survey

18 February 2021

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

48 / 198 papers shown

Title
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine A. Chaddad Qizong Lu Jiali Li Y. Katib R. Kateb C. Tanougast Ahmed Bouridane Ahmed Abdulkadir OOD 24 38 0 17 Nov 2022
Multi-center anatomical segmentation with heterogeneous labels via landmark-based models Nicolás Gaggion Maria Vakalopoulou Diego H. Milone Enzo Ferrante 33 5 0 14 Nov 2022
ImageCAS: A Large-Scale Dataset and Benchmark for Coronary Artery Segmentation based on Computed Tomography Angiography Images An Zeng Chunbiao Wu Meiping Huang Jian Zhuang Shanshan Bi ... Tianchen Wang Yiyu Shi Xiaomeng Li Guisen Lin Xiaowei Xu 20 58 0 03 Nov 2022
Adversarial De-confounding in Individualised Treatment Effects Estimation Vinod Kumar Chauhan Soheila Molaei Marzia Hoque Tania Anshul Thakur T. Zhu David A. Clifton CML 17 14 0 19 Oct 2022
ThoraX-PriorNet: A Novel Attention-Based Architecture Using Anatomical Prior Probability Maps for Thoracic Disease Classification Md. Iqbal Hossain Mohammad Zunaed Md. Kawsar Ahmed S. M. J. Hossain Anwarul Hasan Taufiq Hasan ViT 26 4 0 06 Oct 2022
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis Hao Guan Mingxia Liu OOD 33 11 0 24 Sep 2022
Enhancing Data Diversity for Self-training Based Unsupervised Cross-modality Vestibular Schwannoma and Cochlea Segmentation Han Liu Yubo Fan Ipek Oguz Benoit M. Dawant 24 5 0 23 Sep 2022
Noise transfer for unsupervised domain adaptation of retinal OCT images Valentin Koch Olle Holmberg H. Spitzer Johannes Schiefelbein B. Asani Michael Hafner Fabian J. Theis 19 11 0 16 Sep 2022
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation Guotai Wang Xiangde Luo Ran Gu Shuojue Yang Yijie Qu Shuwei Zhai Qianfei Zhao Kang Li Shaoting Zhang VLM 33 35 0 19 Aug 2022
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives Xiaofeng Liu Chaehwa Yoo Fangxu Xing Hyejin Oh G. El Fakhri Je-Won Kang Jonghye Woo OOD 43 191 0 15 Aug 2022
Feather-Light Fourier Domain Adaptation in Magnetic Resonance Imaging Ivan Zakazov V. Shaposhnikov Iaroslav Bespalov Dmitry V. Dylov OOD 30 8 0 31 Jul 2022
$Uncertainty-Aware Self-supervised Neural Network for Liver $T_{1ρ}$ Mapping with Relaxation Constraint$ Uncertainty-Aware Self-supervised Neural Network for Liver $T_{1ρ}$ Mapping with Relaxation Constraint Chaoxing Huang Yurui Qian S. Yu Jian Hou B. Jiang Queenie Chan V. Wong Winnie Chiu Wing Chu Weitian Chen 41 7 0 07 Jul 2022
Online Reflective Learning for Robust Medical Image Segmentation Yuhao Huang Xin Yang Xiaoqiong Huang Jiamin Liang Xinrui Zhou Cheng Chen Haoran Dou Xindi Hu Yan Cao Dong Ni OOD 14 8 0 01 Jul 2022
Adapting the Mean Teacher for keypoint-based lung registration under geometric domain shifts Alexander Bigalke Lasse Hansen M. Heinrich OOD 19 9 0 01 Jul 2022
MaNi: Maximizing Mutual Information for Nuclei Cross-Domain Unsupervised Segmentation Yash Sharma Sana Syed Donald E. Brown 18 11 0 29 Jun 2022
Attention-Guided Autoencoder for Automated Progression Prediction of Subjective Cognitive Decline with Structural MRI Hao Guan Ling Yue P. Yap Shifu Xiao Andrea Bozoki Mingxia Liu 6 4 0 24 Jun 2022
Camera Adaptation for Fundus-Image-Based CVD Risk Estimation Zhihong Lin Danli Shi Donghao Zhang Xuedong Shang Mingguang He Z. Ge 13 5 0 18 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 28 272 0 17 Jun 2022
A Simple Baseline for Adversarial Domain Adaptation-based Unsupervised Flood Forecasting Delong Chen Ruizhi Zhou Ya‐Jun Pan Fan Liu AI4CE 18 0 0 16 Jun 2022
Confidence-Guided Unsupervised Domain Adaptation for Cerebellum Segmentation Xuan Li P. Toussaint Alan C. Evans Xue Liu 14 0 0 14 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives Jun Li Junyu Chen Yucheng Tang Ce Wang Bennett A. Landman S. K. Zhou ViT OOD MedIm 21 21 0 02 Jun 2022
Contrastive Centroid Supervision Alleviates Domain Shift in Medical Image Classification Wenshuo Zhou Dalu Yang Binghong Wu Yehui Yang Junde Wu Xiaorong Wang Lei Wang Haifeng Huang Yanwu Xu OOD 44 1 0 31 May 2022
Divide to Adapt: Mitigating Confirmation Bias for Domain Adaptation of Black-Box Predictors Jianfei Yang Xiangyu Peng Kaidi Wang Zheng Hua Zhu Jiashi Feng Lihua Xie Yang You 29 27 0 28 May 2022
Optimally tackling covariate shift in RKHS-based nonparametric regression Cong Ma Reese Pathak Martin J. Wainwright 11 41 0 06 May 2022
From Modern CNNs to Vision Transformers: Assessing the Performance, Robustness, and Classification Strategies of Deep Learning Models in Histopathology Maximilian Springenberg A. Frommholz M. Wenzel Eva Weicken Jackie Ma Nils Strodthoff MedIm 30 42 0 11 Apr 2022
Computer-Aided Extraction of Select MRI Markers of Cerebral Small Vessel Disease: A Systematic Review Jiyang Jiang Dadong Wang Yang Song P. Sachdev W. Wen 41 7 0 04 Apr 2022
On-the-Fly Test-time Adaptation for Medical Image Segmentation Jeya Maria Jose Valanarasu Pengfei Guo VS Vibashan Vishal M. Patel OOD 19 23 0 10 Mar 2022
Deep learning based domain adaptation for mitochondria segmentation on EM volumes Daniel Franco-Barranco Julio Pastor-Tronch Aitor González-Marfil A. Muñoz-Barrutia Ignacio Arganda-Carreras 16 14 0 22 Feb 2022
Stochastic Modeling of Inhomogeneities in the Aortic Wall and Uncertainty Quantification using a Bayesian Encoder-Decoder Surrogate Sascha Ranftl Malte Rolf-Pissarczyk G. Wolkerstorfer Antonio Pepe Jan Egger W. Linden G. Holzapfel 31 9 0 21 Feb 2022
Positive-Unlabeled Domain Adaptation Jonas Sonntag Gunnar Behrens Lars Schmidt-Thieme 8 2 0 11 Feb 2022
Deep Learning for Computational Cytology: A Survey Hao Jiang Yanning Zhou Yi-Mou Lin R. Chan Jiangshu Liu Hao Chen 19 75 0 10 Feb 2022
On the in vivo recognition of kidney stones using machine learning F. Lopez-Tiro V. Estrade Jacques Hubert Daniel Flores-Araiza M. González-Mendoza Gilberto Ochoa C. Daul 27 28 0 21 Jan 2022
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation R. Dorent A. Kujawa M. Ivory Spyridon Bakas Nicola Rieke ... Kai Yao Li Zhang Sebastien Ourselin J. Shapey Tom Kamiel Magda Vercauteren OOD 20 78 0 08 Jan 2022
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics Matthias Perkonigg J. Hofmanninger Christian Herold H. Prosch Georg Langs OOD 20 6 0 25 Nov 2021
Pseudo-domains in imaging data improve prediction of future disease status in multi-center studies Matthias Perkonigg P. Mesenbrink A. Goehler M. Martic A. Ba-Ssalamah Georg Langs OOD AI4CE 10 0 0 15 Nov 2021
C-MADA: Unsupervised Cross-Modality Adversarial Domain Adaptation framework for medical Image Segmentation Maria G. Baldeon Calisto S. Lai-Yuen OOD MedIm 22 3 0 29 Oct 2021
Domain generalization in deep learning for contrast-enhanced imaging Carla Sendra-Balcells Víctor M. Campello Carlos Martín-Isla D. Viladés M. Descalzo A. Guala J. R. Palomares Karim Lekadir OOD 21 10 0 14 Oct 2021
Learn to Ignore: Domain Adaptation for Multi-Site MRI Analysis J. Wolleb Robin Sandkühler Florentin Bieder M. Barakovic N. Hadjikhani A. Papadopoulou Ozgur Yaldizli J. Kuhle C. Granziera Philippe C. Cattin OOD 18 8 0 13 Oct 2021
Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification P. Bevan Amir Atapour-Abarghouei MU 51 18 0 20 Sep 2021
Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 18 6 0 26 Aug 2021
DICOM Imaging Router: An Open Deep Learning Framework for Classification of Body Parts from DICOM X-ray Scans Hieu H. Pham D. Do H. Nguyen MedIm 19 16 0 14 Aug 2021
Privacy-Preserving Constrained Domain Generalization via Gradient Alignment Chris Xing Tian Haoliang Li Yufei Wang Shiqi Wang 13 4 0 14 May 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
Image Translation for Medical Image Generation -- Ischemic Stroke Lesions Moritz Platscher Jonathan Zopes C. Federau MedIm 8 2 0 05 Oct 2020
A Survey on Active Learning and Human-in-the-Loop Deep Learning for Medical Image Analysis Samuel Budd E. C. Robinson Bernhard Kainz LM&MA 6 469 0 07 Oct 2019
Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR Yoseob Han J. Yoo J. C. Ye MedIm OOD 103 231 0 03 Mar 2017
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 298 10,618 0 19 Feb 2017
Learning Attributes Equals Multi-Source Domain Generalization Chuang Gan Tianbao Yang Boqing Gong OOD 152 197 0 03 May 2016