Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains

4 July 2020

Pheng-Ann Heng

Papers citing "Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains"

36 / 36 papers shown

Title
Generalizable Pancreas Segmentation via a Dual Self-Supervised Learning Framework Jun Li Hongzhang Zhu Tao Chen Xiaohua Qian 35 4 0 12 May 2025
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Y. Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 31 0 0 03 May 2025
Simulations of Common Unsupervised Domain Adaptation Algorithms for Image Classification A. Chaddad Yihang Wu Yuchen Jiang Ahmed Bouridane Christian Desrosiers 65 2 0 15 Feb 2025
A Federated Learning-Friendly Approach for Parameter-Efficient Fine-Tuning of SAM in 3D Segmentation Mothilal Asokan Difei Gao Joya Chen Mike Zheng Shou FedML MedIm 39 1 0 31 Jul 2024
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation Dunyuan Xu Xi Wang Jingyang Zhang Pheng-Ann Heng MedIm CLL 104 0 0 26 Jun 2024
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation Qinghe Ma Jian Zhang Lei Qi Qian Yu Yinghuan Shi Yang Gao 48 7 0 13 Apr 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 25 5 0 07 Feb 2024
Continual atlas-based segmentation of prostate MRI Amin Ranem Camila González Daniel Pinto dos Santos Andreas M. Bucher Ahmed Othman Anirban Mukhopadhyay 20 4 0 01 Nov 2023
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation Jingjie Guo Weitong Zhang Matthew Sinclair Daniel Rueckert C. L. P. Chen OOD 19 2 0 02 Jul 2023
Improving Generalizability of Graph Anomaly Detection Models via Data Augmentation Shuang Zhou Xiao Shi Huang Ninghao Liu Huachi Zhou F. Chung Longhai Huang 36 23 0 18 Jun 2023
Low-field magnetic resonance image enhancement via stochastic image quality transfer Hongxiang Lin Matteo Figini F. D’Arco G. Ogbole Ryutaro Tanno ... D. Carmichael I. Lagunju J. Cross D. Fernández-Reyes Daniel C. Alexander 28 20 0 26 Apr 2023
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation Zheyu Zhang Bin Wang Lanhong Yao Ugur Demir Debesh Jha I. Turkbey Boqing Gong Ulas Bagci AAML MedIm OOD 32 11 0 05 Apr 2023
FedFA: Federated Feature Augmentation Tianfei Zhou E. Konukoglu OOD FedML 23 28 0 30 Jan 2023
Source-Free Unsupervised Domain Adaptation with Norm and Shape Constraints for Medical Image Segmentation Satoshi Kondo OOD 31 4 0 03 Sep 2022
Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores Zeju Li Konstantinos Kamnitsas Mobarakol Islam Chen Chen Ben Glocker 27 9 0 20 Jul 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 47 36 0 29 Jun 2022
Learning towards Synchronous Network Memorizability and Generalizability for Continual Segmentation across Multiple Sites Jingyang Zhang Peng Xue Ran Gu Yuning Gu Mianxin Liu Yongsheng Pan Zhiming Cui Jiawei Huang Lei Ma Dinggang Shen CLL 27 8 0 14 Jun 2022
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation Chenyu You Jinlin Xiang Kun Su Xiaoran Zhang Siyuan Dong J. Onofrey Lawrence H. Staib James S. Duncan CLL 22 51 0 03 Jun 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
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous Driving Lidia Fantauzzo Eros Fani Debora Caldarola A. Tavera Fabio Cermelli Marco Ciccone Barbara Caputo FedML 23 52 0 28 Feb 2022
Enhancing Pseudo Label Quality for Semi-Supervised Domain-Generalized Medical Image Segmentation Huifeng Yao Xiaowei Hu X. Li 22 92 0 21 Jan 2022
MVDG: A Unified Multi-view Framework for Domain Generalization Jian Zhang Lei Qi Yinghuan Shi Yang Gao 21 29 0 23 Dec 2021
Confounder Identification-free Causal Visual Feature Learning Xin Li Zhizheng Zhang Guoqiang Wei Cuiling Lan Wenjun Zeng Xin Jin Zhibo Chen CML OOD 22 14 0 26 Nov 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation C. Ouyang C. L. P. Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 27 155 0 24 Nov 2021
Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation Ran Gu Jingyang Zhang Rui Huang Wenhui Lei Guotai Wang Shaoting Zhang OOD 13 27 0 18 Sep 2021
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation Yijun Yang Shujun Wang Lei Zhu Lequan Yu 37 10 0 13 Sep 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 49 516 0 31 Aug 2021
Self-supervised Multi-scale Consistency for Weakly Supervised Segmentation Learning Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris 31 5 0 26 Aug 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
The Federated Tumor Segmentation (FeTS) Challenge Sarthak Pati Ujjwal Baid M. Zenk Brandon Edwards Micah J. Sheller ... Lena Maier-Hein Jens Kleesiek Bjoern H. Menze Klaus Maier-Hein Spyridon Bakas FedML OOD 41 72 0 12 May 2021
A Meta-Learning Approach for Medical Image Registration Heejung Park Gyeong Min Lee Soopil Kim Gahyung Ryu Areum Jeong Sang Hyun Park Sa-Hee Min 19 11 0 21 Apr 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 35 426 0 10 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 72 980 0 03 Mar 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 21 34 0 19 Jan 2021
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 323 11,681 0 09 Mar 2017