BATFormer: Towards Boundary-Aware Lightweight Transformer for Efficient Medical Image Segmentation

Cardiac MRI segmentation with sparse annotations: Ensembling deep learning uncertainty and shape priors

(2022) Fumin Guo et al.   MEDICAL IMAGE ANALYSIS

D-former: a U-shaped Dilated Transformer for 3D medical image segmentation

(2022) Yixuan Wu et al.   NEURAL COMPUTING & APPLICATIONS

Boundary-Sensitive Loss Function With Location Constraint for Hard Region Segmentation

(2022) Jie Du et al.   IEEE Journal of Biomedical and Health Informatics

Learning With Context Feedback Loop for Robust Medical Image Segmentation

(2021) Kibrom Berihu Girum et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

SoftSeg: Advantages of soft versus binary training for image segmentation

(2021) Charley Gros et al.   MEDICAL IMAGE ANALYSIS

Ms RED: A novel multi-scale residual encoding and decoding network for skin lesion segmentation

(2021) Duwei Dai et al.   MEDICAL IMAGE ANALYSIS

AdaEn-Net: An ensemble of adaptive 2D–3D Fully Convolutional Networks for medical image segmentation

(2020) Maria Baldeon Calisto et al.   NEURAL NETWORKS

CPFNet: Context Pyramid Fusion Network for Medical Image Segmentation

(2020) Shuanglang Feng 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

CA-Net: Comprehensive Attention Convolutional Neural Networks for Explainable Medical Image Segmentation

(2020) Ran Gu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Attention gated networks: Learning to leverage salient regions in medical images

(2019) Jo Schlemper et al.   MEDICAL IMAGE ANALYSIS

CE-Net: Context Encoder Network for 2D Medical Image Segmentation

(2019) Zaiwang Gu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Joint Segment-level and Pixel-wise Losses for Deep Learning based Retinal Vessel Segmentation

(2018) Zengqiang Yan et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Deep Learning Techniques for Automatic MRI Cardiac Multi-structures Segmentation and Diagnosis: Is the Problem Solved?

(2018) Olivier Bernard et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Convolutional Neural Network with Shape Prior Applied to Cardiac MRI Segmentation

(2018)   IEEE Journal of Biomedical and Health Informatics