沈海澜｜中南大学｜学者主页

2026

偏差矫正与对比学习协同的半监督MRI图像分割

陈再良，刘佰成，伍文佳，沈海澜，刘慧

《中国图象图形学报》

2026

A Pseudo-Label Optimization Method Based on Polar Coordinate Modeling and Prior Constraints

Yu-Di Wang, Hailan Shen, Yixiao Fu, Yuqi Li, Zeshi Lu, Zai-liang Chen

AAAI Conference on Artificial Intelligence

DOI

2026

MTR-DNET: Manifold topology and re-learning driven dual-branch network for semi-supervised OCTA vessel segmentation

Zai-liang Chen, Bai-Cheng Liu, Xinyi Liu, Yixiao Fu, Yan Tang, Hailan Shen

Pattern Recognition

DOI

2026

SAS: Superpixel-based and wavelet-guided contrastive semi-supervised method for cervical tumor segmentation

Zai-liang Chen, Yixiao Fu, Wanqing Xiong, Hailan Shen, Yu-Di Wang, Hui Liu

Optics & Laser Technology

DOI

2026

MR-DETR: Miss reduction DETR with context frequency attention and adaptive query allocation strategy for small object detection

Hailan Shen, Zihan Wang, Shuo Huang, Zai-liang Chen

Pattern Recognition Letters

DOI

2025

Transformer-based self-supervised learning of pixel- and frequency-domain features for DMI grading on OCTA images.

Zai-liang Chen, Wenyan Zhong, Feiyang Yu, Hailan Shen, Yongan Meng, Wanqing Xiong, Jing Luo

Applied Optics

DOI

2025

Semi-supervised Classification Method for Class-Imbalanced Medical Images Based on Bias Correction

Hailan Shen, Zihan Wang, Qi Wu, Zai-liang Chen

Chinese Conference on Pattern Recognition and Computer Vision

DOI

2025

BSF-Net: Balancing small foreground regions for semi-supervised segmentation of MRI

Hailan Shen, Yu-Di Wang, Zai-liang Chen, Wanqing Xiong, Wenjia Wu, Hui Liu

Optics & Laser Technology

DOI

2025

DFMF: Harnessing spectral-spatial synergy for MR image segmentation through Dual-Task Feature Mining Framework

Wenyan Zhong, Zai-liang Chen, Hailan Shen, Xinyi Liu, Wanqing Xiong, Lui Hui

Comput. Medical Imaging Graph.

DOI

2025

DSDC-NET: Semi-supervised superficial OCTA vessel segmentation for false positive reduction

Xinyi Liu, Hailan Shen, Wenyan Zhong, Wanqing Xiong, Zai-liang Chen

Pattern Recognition

DOI

2025

AWUR: Adaptive Wavelet and Uncertainty Refinement for Semi-Supervised Medical Image Segmentation

Hailan Shen, Yuqin Li, Zai-liang Chen, Hui Liu, Wenyan Zhong, Yu-Di Wang

IEEE International Conference on Multimedia and Expo

DOI

2024

HAIC-NET: Semi-supervised OCTA vessel segmentation with self-supervised pretext task and dual consistency training

Hailan Shen, Zheng Tang, Ya-Jing Li, Xuanchu Duan, Zailiang Chen

Pattern Recognition

DOI

2024

PaCaS-WAA: Patch-Based Contrastive Semi-Supervised Learning with Wavelet Guidance and Adaptive Augmentation for Tumour Segmentation

Wanqing Xiong, Zailiang Chen, Qing Liu, Wenjia Wu, Jian Zhang, Hailan Shen

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2023

Geometry-Adaptive Network for Robust Detection of Placenta Accreta Spectrum Disorders

Zailiang Chen, Jiang Zhu, Hailan Shen, Hui Liu, Ya-Jing Li, Rong-Chang Zhao, Feiyang Yu

International Conference on Medical Image Computing and Computer-Assisted Intervention

DOI

2023

Semi-supervised OCT lesion segmentation via transformation-consistent with uncertainty and self-deep supervision.

Hailan Shen, Qiao Yang, Zailiang Chen, Ziyu Ye, Peishan Dai, Xuan-Chu Duan

Biomedical Optics Express

DOI

2023

FDCT: Fusion-Guided Dual-View Consistency Training for semi-supervised tissue segmentation on MRI

Zailiang Chen, Yazheng Hou, Hui Liu, Ziyu Ye, Rongchang Zhao, Hailan Shen

Comput. Biol. Medicine

DOI

2022

Dual-consistency semi-supervision combined with self-supervision for vessel segmentation in retinal OCTA images.

Zailiang Chen, Yuchen Xiong, Hao Wei, Rongchang Zhao, Xuanchu Duan, Hailan Shen

Biomedical Optics Express

DOI

2022

ED-AnoNet: Elastic Distortion-Based Unsupervised Network for OCT Image Anomaly Detection

Ya-Jing Li, Junhua Li, Hailan Shen, Zailiang Chen

Chinese Conference on Pattern Recognition and Computer Vision

DOI

2022

FAZ-BV: A Diabetic Macular Ischemia Grading Framework Combining Faz Attention Network and Blood Vessel Enhancement Filters

Zailiang Chen, Hailei Lan, Yongan Meng, Yuchen Xiong, Jing Luo, Hailan Shen

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2022

Marginal samples for knowledge distillation

Zailiang Chen, Xianxian Zheng, Hailan Shen, Jinghao Zhang, Peishan Dai, Rongchang Zhao

Neurocomputing

DOI

2022

A Pair-Metamorphosis-Decouple Synthetic Data Scheme for Color Fundus Image Registration

Zailiang Chen, Yuqiao Liu, Hailan Shen, Tianhao Luo, Rongchang Zhao

IEEE International Conference on Multimedia and Expo

DOI

2021

AneNet: A lightweight network for the real-time anemia screening from retinal vessel optical coherence tomography images

Hao Wei, Hailan Shen, Junhua Li, Rongchang Zhao, Zailiang Chen

DOI

2020

Automated segmentation of fluid regions in optical coherence tomography B-scan images of age-related macular degeneration

Zailiang Chen, Dabao Li, Hailan Shen, Hai-Lan Mo, Zi-Yang Zeng, Hao Wei

DOI

2020

DN-GAN: Denoising generative adversarial networks for speckle noise reduction in optical coherence tomography images

Zailiang Chen, Zi-Yang Zeng, Hailan Shen, Xianxian Zheng, Peishan Dai, Pingbo Ouyang

Biomedical Signal Processing and Control

DOI

2020

Improving Knowledge Distillation via Category Structure

Zailiang Chen, Xianxian Zheng, Hailan Shen, Zi-Yang Zeng, Yukun Zhou, Rongchang Zhao

European Conference on Computer Vision

DOI

2019

Combination of Enhanced Depth Imaging Optical Coherence Tomography and Fundus Images for Glaucoma Screening

Zailiang Chen, Xianxian Zheng, Hailan Shen, Ziyang Zeng, Qing Liu, Zhuo Li

Journal Of Medical Systems，Vol. 43, No. 6

DOI

2019

A refined equilibrium generative adversarial network for retinal vessel segmentation

Yukun Zhou, Zailiang Chen, Hailan Shen, Xianxian Zheng, Rongchang Zhao, Xuanchu Duan

Neurocomputing

DOI

2019

Region-segmentation strategy for Bruch's membrane opening detection in spectral domain optical coherence tomography images.

Zailiang Chen, Peng Peng, Hailan Shen, Hao Wei, Pingbo Ouyang, Xuanchu Duan

Biomedical Optics Express

DOI

2019

Automated retinal layer segmentation in OCT images of age-related macular degeneration

Zailiang Chen, Dabao Li, Hailan Shen, Yufang Mo, Hao Wei, Pingbo Ouyang

IET Image Processing

DOI

2019

Dual-attention Focused Module for Weakly Supervised Object Localization

Yukun Zhou, Zailiang Chen, Hailan Shen, Qing Liu, Rongchang Zhao, Yixiong Liang

arXiv.org

2018

基于空间连续性约束的视乳头区域视网膜内层次分割与参数测量（英文）

陈再良，魏浩，沈海澜，彭鹏，岳珂娟，李建锋，邹北骥

Journal of Central South University

2018

Retinal vessel optical coherence tomography images for anemia screening

Zailiang Chen, Yufang Mo, Pingbo Ouyang, Hailan Shen, Dabao Li, Rongchang Zhao

Medical and Biological Engineering and Computing

DOI

2018

Intraretinal layer segmentation and parameter measurement in optic nerve head region through energy function of spatial-gradient continuity constraint

Zailiang Chen, Hao Wei, Hailan Shen, Peng Peng, Kejuan Yue, Jian-feng Li, Bei-ji Zou

Journal of Central South University

DOI

2017

Automatic Anterior Lamina Cribrosa Surface Depth Measurement Based on Active Contour and Energy Constraint

Zailiang Chen, Peng Peng, Bei-ji Zou, Hailan Shen, Hao Wei, Rongchang Zhao

Journal of Computational Science and Technology

DOI

2012

结合视觉注意和纹理特征提取感兴趣区域算法

陈再良，刘晴，邹北骥，沈海澜，周浩宇

《小型微型计算机系统》

2012

图像亮度特征对ROI提取的影响

陈再良，邹北骥，黄敏之，沈海澜，辛国江

《中南大学学报(自然科学版)》

2012

基于显著点的感兴趣区域提取及评价

陈再良，邹北骥，黄华杰，沈海澜

《华中科技大学学报(自然科学版)》

2006

《离散数学》逆向启发式教学方法研究

沈海澜，陈再良

《高教论坛》

精选作品

期刊论文

偏差矫正与对比学习协同的半监督MRI图像分割

A Pseudo-Label Optimization Method Based on Polar Coordinate Modeling and Prior Constraints

MTR-DNET: Manifold topology and re-learning driven dual-branch network for semi-supervised OCTA vessel segmentation

SAS: Superpixel-based and wavelet-guided contrastive semi-supervised method for cervical tumor segmentation

MR-DETR: Miss reduction DETR with context frequency attention and adaptive query allocation strategy for small object detection

Transformer-based self-supervised learning of pixel- and frequency-domain features for DMI grading on OCTA images.

Semi-supervised Classification Method for Class-Imbalanced Medical Images Based on Bias Correction

BSF-Net: Balancing small foreground regions for semi-supervised segmentation of MRI

DFMF: Harnessing spectral-spatial synergy for MR image segmentation through Dual-Task Feature Mining Framework

DSDC-NET: Semi-supervised superficial OCTA vessel segmentation for false positive reduction

AWUR: Adaptive Wavelet and Uncertainty Refinement for Semi-Supervised Medical Image Segmentation

HAIC-NET: Semi-supervised OCTA vessel segmentation with self-supervised pretext task and dual consistency training

PaCaS-WAA: Patch-Based Contrastive Semi-Supervised Learning with Wavelet Guidance and Adaptive Augmentation for Tumour Segmentation

Geometry-Adaptive Network for Robust Detection of Placenta Accreta Spectrum Disorders

Semi-supervised OCT lesion segmentation via transformation-consistent with uncertainty and self-deep supervision.

FDCT: Fusion-Guided Dual-View Consistency Training for semi-supervised tissue segmentation on MRI

Dual-consistency semi-supervision combined with self-supervision for vessel segmentation in retinal OCTA images.

ED-AnoNet: Elastic Distortion-Based Unsupervised Network for OCT Image Anomaly Detection

FAZ-BV: A Diabetic Macular Ischemia Grading Framework Combining Faz Attention Network and Blood Vessel Enhancement Filters

Marginal samples for knowledge distillation

A Pair-Metamorphosis-Decouple Synthetic Data Scheme for Color Fundus Image Registration

AneNet: A lightweight network for the real-time anemia screening from retinal vessel optical coherence tomography images

Automated segmentation of fluid regions in optical coherence tomography B-scan images of age-related macular degeneration

DN-GAN: Denoising generative adversarial networks for speckle noise reduction in optical coherence tomography images

Improving Knowledge Distillation via Category Structure

Combination of Enhanced Depth Imaging Optical Coherence Tomography and Fundus Images for Glaucoma Screening

A refined equilibrium generative adversarial network for retinal vessel segmentation

Region-segmentation strategy for Bruch's membrane opening detection in spectral domain optical coherence tomography images.

Automated retinal layer segmentation in OCT images of age-related macular degeneration

Dual-attention Focused Module for Weakly Supervised Object Localization

基于空间连续性约束的视乳头区域视网膜内层次分割与参数测量（英文）

Retinal vessel optical coherence tomography images for anemia screening

Intraretinal layer segmentation and parameter measurement in optic nerve head region through energy function of spatial-gradient continuity constraint

Automatic Anterior Lamina Cribrosa Surface Depth Measurement Based on Active Contour and Energy Constraint

结合视觉注意和纹理特征提取感兴趣区域算法

图像亮度特征对ROI提取的影响

基于显著点的感兴趣区域提取及评价

《离散数学》逆向启发式教学方法研究

研究方向