/GeneralizedMedSeg

Recent progress on domain adaption/generalization for medical image segmentation

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GeneralizedMedSeg

Recent open-source papers on domain adaption/generalization for medical image segmentation

Paper and Code

Date First Author Title Conf./Journal Code
202108 Luyan Liu S-CUDA: Self-Cleansing Unsupervised Domain Adaptation for Medical Image Segmentation MedIA code
202108 Xiaoting Han Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation TMI code
202108 Rikiya Yamashita Learning domain-agnostic visual representation for computational pathology using medically-irrelevant style transfer augmentation TMI Pytorch
202107 Spyridon Thermos Controllable cardiac synthesis via disentangled anatomy arithmetic arXiv Pytorch
202107 Chen Chen Cooperative Training and Latent Space Data Augmentation for Robust Medical Image Segmentation arXiv Pytorch
202104 Chenhao Pei Disentangle domain features for cross-modality cardiac image segmentation MedIA TF
20210322 M. Bateson Constrained Domain Adaptation for Image Segmentation TMI Pytorch
20210317 Sulaiman Vesal Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation TMI Pytorch
202103 Bo Zhou Anatomy-guided multimodal registration by learning segmentation without ground truth: Application to intraprocedural CBCT/MR liver segmentation and registration MedIA Pytorch
202102 Neerav Karani Test-time adaptable neural networks for robust medical image segmentation MedIA arXiv TF
20210212 Devavrat Tomar Self-Attentive Spatial Adaptive Normalization for Cross-Modality Domain Adaptation TMI Pytorch
202101 Reuben Dorent Learning joint segmentation of tissues and brain lesions from task-specific hetero-modal domain-shifted datasets MedIA Pytorch
20210120 Sven Koehler Unsupervised Domain Adaptation from Axial to Short-Axis Multi-Slice Cardiac MR Images by Incorporating Pretrained Task Networks TMI, arXiv TF 2.X
20200812 Fuping Wu CF Distance: A New Domain Discrepancy Metric and Application to Explicit Domain Adaptation for Cross-Modality Cardiac Image Segmentation TMI Pytorch
202007 NA Koohbanani NuClick: A deep learning framework for interactive segmentation of microscopic images MedIA Keras
20200723 Jue Jiang PSIGAN: Joint Probabilistic Segmentation and Image Distribution Matching for Unpaired Cross-Modality Adaptation-Based MRI Segmentation TMI, arXiv Pytorch
20200713 Prashant Pandey Target-Independent Domain Adaptation for WBC Classification Using Generative Latent Search TMI Keras
202004 Xu Chen Diverse data augmentation for learning image segmentation with cross-modality annotations MedIA TF
20200210 Cheng Chen Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation TMI TF
20200117 Kang Li Dual-Teacher++: Exploiting Intra-domain and Inter-domain Knowledge with Reliable Transfer for Cardiac Segmentation TMI Pytorch
201910 Abhijit Guha Roy ‘Squeeze & excite’ guided few-shot segmentation of volumetric images MedIA Pytorch
20190930 Tianyang Zhang Noise Adaptation Generative Adversarial Network for Medical Image Analysis TMI Pytorch