Confidence-weighted mutual supervision on dual networks for unsupervised cross-modality image segmentation

Difficulty-aware bi-network with spatial attention constrained graph for axillary lymph node segmentation

(2022) Qing Xu et al.   Science China-Information Sciences

Margin Preserving Self-Paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation

(2022) Zhizhe Liu et al.   IEEE Journal of Biomedical and Health Informatics

LMISA: A lightweight multi-modality image segmentation network via domain adaptation using gradient magnitude and shape constraint

(2022) Mina Jafari et al.   MEDICAL IMAGE ANALYSIS

Dual Adversarial Attention Mechanism for Unsupervised Domain Adaptive Medical Image Segmentation

(2022) Xu Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Benchmarking of Deep Architectures for Segmentation of Medical Images

(2022) Daniel Gut et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automated cardiac segmentation of cross-modal medical images using unsupervised multi-domain adaptation and spatial neural attention structure

(2021) Jinping Liu et al.   MEDICAL IMAGE ANALYSIS

Deep Symmetric Adaptation Network for Cross-Modality Medical Image Segmentation

(2021) Xiaoting Han et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Beyond Mutual Information: Generative Adversarial Network for Domain Adaptation Using Information Bottleneck Constraint

(2021) Jiawei Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Preserving details in semantics-aware context for scene parsing

(2020) Shuai Ma et al.   Science China-Information Sciences

CGNet: cross-guidance network for semantic segmentation

(2020) Zhijie Zhang et al.   Science China-Information Sciences

Hybrid first and second order attention Unet for building segmentation in remote sensing images

(2020) Nanjun He et al.   Science China-Information Sciences

Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation

(2020) Cheng Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Anatomy-Regularized Representation Learning for Cross-Modality Medical Image Segmentation

(2020) Xu Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

PSIGAN: Joint Probabilistic Segmentation and Image Distribution Matching for Unpaired Cross-Modality Adaptation-Based MRI Segmentation

(2020) Jue Jiang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation

(2020) Fabian Isensee et al.   NATURE METHODS

CHAOS Challenge - combined (CT-MR) healthy abdominal organ segmentation

(2020) A. Emre Kavur et al.   MEDICAL IMAGE ANALYSIS

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

(2019) Zongwei Zhou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs

(2018) Liang-Chieh Chen et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Semantic segmentation of high-resolution images

(2017) Juhong Wang et al.   Science China-Information Sciences

Survey of recent progress in semantic image segmentation with CNNs

(2017) Qichuan Geng et al.   Science China-Information Sciences

Multi-scale patch and multi-modality atlases for whole heart segmentation of MRI

(2016) Xiahai Zhuang et al.   MEDICAL IMAGE ANALYSIS

The Multimodal Brain Tumor Image Segmentation Benchmark (BRATS)

(2015) Bjoern H. Menze et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING