Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation

11 June 2018

Papers citing "Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation"

32 / 32 papers shown

Title
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
LOTUS: Learning to Optimize Task-based US representations Yordanka Velikova Mohammad Farid Azampour Walter Simson Vanessa Gonzalez Duque Nassir Navab MedIm 17 3 0 29 Jul 2023
Reconstruction-driven Dynamic Refinement based Unsupervised Domain Adaptation for Joint Optic Disc and Cup Segmentation Ziyang Chen Yongsheng Pan Yong-quan Xia MedIm 18 11 0 10 Apr 2023
MS-MT: Multi-Scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation Ziyuan Zhao Kaixin Xu Huai Zhe Yeo Xulei Yang Cuntai Guan 31 5 0 28 Mar 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 29 6 0 07 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
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision Malo Alefsen de Boisredon dÁssier Eugene Vorontsov Samuel Kadoury MedIm 25 2 0 14 Dec 2022
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images Serban Stan Mohammad Rostami OOD 28 10 0 02 Nov 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 27 26 0 27 May 2022
Invariant Content Synergistic Learning for Domain Generalization of Medical Image Segmentation Yuxin Kang Hansheng Li Xu Zhao D. Hu Feihong Liu Lei Cui Jun Feng Lin Yang 26 7 0 05 May 2022
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels Ziyuan Zhao Kaixin Xu Shumeng Li Zeng Zeng Cuntai Guan OOD 17 44 0 23 Mar 2022
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation Cheng Bian Chenglang Yuan Kai Ma Shuang Yu Dong Wei Yefeng Zheng VLM MedIm 14 31 0 19 Mar 2022
Learning Perspective Deformation in X-Ray Transmission Imaging Yixing Huang Andreas K. Maier Fuxin Fan Björn Kreher Xiaolin Huang R. Fietkau Christoph Bert F. Putz MedIm 11 1 0 13 Feb 2022
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 20 4 0 28 Oct 2021
GAN-based disentanglement learning for chest X-ray rib suppression Luyi Han Y. Lyu Cheng-Fang Peng S.Kevin Zhou 14 18 0 18 Oct 2021
Source-Free Domain Adaptation for Image Segmentation M. Bateson H. Kervadec Jose Dolz H. Lombaert Ismail Ben Ayed OOD MedIm 126 65 0 06 Aug 2021
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 54 18 0 12 Jul 2021
Cross-Modality Brain Tumor Segmentation via Bidirectional Global-to-Local Unsupervised Domain Adaptation Kelei He Wen Ji Tao Zhou Zhuoyuan Li Jing Huo Xin Zhang Yang Gao D. Shen Bing-Bin Zhang Junfeng Zhang OOD 15 7 0 17 May 2021
Deep Learning for Chest X-ray Analysis: A Survey Ecem Sogancioglu E. Çallı Bram van Ginneken K. G. V. Leeuwen K. Murphy LM&MA 24 315 0 15 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 28 528 0 18 Feb 2021
Harnessing Uncertainty in Domain Adaptation for MRI Prostate Lesion Segmentation E. Chiou F. Giganti S. Punwani Iasonas Kokkinos Eleftheria Panagiotaki OOD MedIm 28 23 0 14 Oct 2020
Deep Mining External Imperfect Data for Chest X-ray Disease Screening Luyang Luo Lequan Yu Hao Chen Quande Liu Xi Wang Jiaqi Xu Pheng-Ann Heng OOD 19 75 0 06 Jun 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 15 310 0 06 Feb 2020
Deep Semantic Segmentation of Natural and Medical Images: A Review Saeid Asgari Taghanaki Kumar Abhishek Joseph Paul Cohen Julien Cohen-Adad Ghassan Hamarneh SSeg VLM 33 667 0 16 Oct 2019
Domain-Agnostic Learning with Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation Junlin Yang Nicha Dvornek Fan Zhang Juntang Zhuang Julius Chapiro Mingde Lin James S. Duncan FedML OOD MedIm 24 17 0 27 Aug 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 16 750 0 27 Aug 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 16 40 0 21 Aug 2019
Constrained domain adaptation for Image segmentation M. Bateson Jose Dolz H. Kervadec H. Lombaert Ismail Ben Ayed GAN 15 25 0 08 Aug 2019
Going Deep in Medical Image Analysis: Concepts, Methods, Challenges and Future Directions F. Altaf Syed Mohammed Shamsul Islam Naveed Akhtar N. Janjua OOD 15 200 0 15 Feb 2019
Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation Hugo Oliveira E. Ferreira J. A. dos Santos MedIm 19 14 0 16 Jan 2019
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 31 1,370 0 19 Sep 2018
i3PosNet: Instrument Pose Estimation from X-Ray in temporal bone surgery David Kügler Jannik Sehring A. Stefanov I. Stenin J. Kristin T. Klenzner J. Schipper Anirban Mukhopadhyay 16 35 0 26 Feb 2018