Automatic Segmentation of Cortex and Nucleus in Anterior Segment OCT Images. - Pengshuai Yin; Mingkui Tan; Huaqing Min; Yanwu Xu 001; Guanghui Xu 002; Qingyao Wu; Yunfei Tong; Risa Higashita; Jiang Liu 001 (COMPAY/OMIA@MICCAI, 2018)

Guided M-Net for High-Resolution Biomedical Image Segmentation with Weak Boundaries. - Shihao Zhang; Yuguang Yan; Pengshuai Yin; Zhen Qiu; Wei Zhao; Guiping Cao; Wan Chen; Jin Yuan; Risa Higashita; Qingyao Wu; Mingkui Tan; Jiang Liu 001 (OMIA@MICCAI, 2019)

An Efficient Lens Structures Segmentation Method on AS-OCT Images. - Guiping Cao; Wei Zhao; Risa Higashita; Jiang Liu 001; Wan Chen; Jin Yuan; Yubing Zhang; Ming Yang 039 (EMBC, 2020)

CT Scan Synthesis for Promoting Computer-Aided Diagnosis Capacity of COVID-19. - Heng Li 010; Yan Hu; Sanqian Li; Wenjun Lin; Peng Liu 049; Risa Higashita; Jiang Liu 001 (ICIC (2), 2020)

A Novel Deep Learning Method for Nuclear Cataract Classification Based on Anterior Segment Optical Coherence Tomography Images. - Xiaoqing Zhang 001; Zunjie Xiao; Risa Higashita; Wan Chen; Jin Yuan; Jiansheng Fang; Yan Hu; Jiang Liu 001 (SMC, 2020)

Machine Learning for Cataract Classification and Grading on Ophthalmic Imaging Modalities: A Survey. - Xiaoqing Zhang 001; Jiansheng Fang; Yan Hu; Yanwu Xu 001; Risa Higashita; Jiang Liu 001 (CoRR, 2020)

Gated Channel Attention Network for Cataract Classification on AS-OCT Image. - Zunjie Xiao; Xiaoqing Zhang 001; Risa Higashita; Yan Hu; Jin Yuan; Wan Chen; Jiang Liu 001 (ICONIP (3), 2021)

Hierarchical Features Integration and Attention Iteration Network for Juvenile Refractive Power Prediction. - Yang Zhang; Risa Higashita; Guodong Long; Rong Li; Daisuke Santo; Jiang Liu 001 (ICONIP (2), 2021)

Restoration Of Cataract Fundus Images Via Unsupervised Domain Adaptation. - Heng Li 010; Haofeng Liu; Yan Hu; Risa Higashita; Yitian Zhao; Hong Qi; Jiang Liu 001 (ISBI, 2021)

A Multi-branch Hybrid Transformer Network for Corneal Endothelial Cell Segmentation. - Yinglin Zhang; Risa Higashita; Huazhu Fu; Yanwu Xu 001; Yang Zhang; Haofeng Liu; Jian Zhang 002; Jiang Liu 001 (MICCAI (1), 2021)

Juvenile Refractive Power Prediction Based on Corneal Curvature and Axial Length via a Domain Knowledge Embedding Network. - Yang Zhang; Risa Higashita; Yanwu Xu 001; Daisuke Santo; Yan Hu; Guodong Long; Jiang Liu 001 (OMIA@MICCAI, 2021)

A Multi-Branch Hybrid Transformer Networkfor Corneal Endothelial Cell Segmentation. - Yinglin Zhang; Risa Higashita; Huazhu Fu; Yanwu Xu 001; Yang Zhang; Haofeng Liu; Jian Zhang 002; Jiang Liu 001 (CoRR, 2021)

Angle-closure assessment in anterior segment OCT images via deep learning. - Huaying Hao; Yitian Zhao; Qifeng Yan; Risa Higashita; Jiong Zhang; Yifan Zhao 001; Yanwu Xu 001; Fei Li 021; Xiulan Zhang; Jiang Liu 001 (Medical Image Anal., 2021)

Channel-Wise and Spatial Feature Recalibration Network for Nuclear Cataract Classification. - Xiaoqing Zhang 001; Gelei Xu; Junyong Shen; Zunjie Xiao; Qiuyang Yan; Jin Yuan; Risa Higashita; Jiang Liu 001 (ICME, 2022)

A Novel Local-Global Spatial Attention Network for Cortical Cataract Classification in AS-OCT. - Zunjie Xiao; Xiaoqing Zhang 001; Qingyang Sun; Zhuofei Wei; Gelei Xu; Jin Yuan; Risa Higashita; Jiang Liu 001 (PRCV (2), 2022)

Mixed pyramid attention network for nuclear cataract classification based on anterior segment OCT images. - Xiaoqing Zhang 001; Zunjie Xiao; Xiaoling Li; Xiao Wu; Hanxi Sun; Jin Yuan; Risa Higashita; Jiang Liu 001 (Health Inf. Sci. Syst., 2022)

Machine Learning for Cataract Classification/Grading on Ophthalmic Imaging Modalities: A Survey. - Xiao-Qing Zhang 001; Yan Hu; Zunjie Xiao; Jiansheng Fang; Risa Higashita; Jiang Liu 001 (Int. J. Autom. Comput., 2022)

Adaptive feature squeeze network for nuclear cataract classification in AS-OCT image. - Xiaoqing Zhang 001; Zunjie Xiao; Risa Higashita; Yan Hu; Wan Chen; Jin Yuan; Jiang Liu 001 (J. Biomed. Informatics, 2022)

CCA-Net: Clinical-awareness attention network for nuclear cataract classification in AS-OCT. - Xiaoqing Zhang 001; Zunjie Xiao; Lingxi Hu; Gelei Xu; Risa Higashita; Wan Chen; Jin Yuan; Jiang Liu 001 (Knowl. Based Syst., 2022)

Attention to region: Region-based integration-and-recalibration networks for nuclear cataract classification using AS-OCT images. - Xiaoqing Zhang 001; Zunjie Xiao; Huazhu Fu; Yan Hu; Jin Yuan; Yanwu Xu 001; Risa Higashita; Jiang Liu 001 (Medical Image Anal., 2022)

Hybrid Variation-Aware Network for Angle-Closure Assessment in AS-OCT. - Jinkui Hao; Fei Li 021; Huaying Hao; Huazhu Fu; Yanwu Xu 001; Risa Higashita; Xiulan Zhang; Jiang Liu 001; Yitian Zhao (IEEE Trans. Medical Imaging, 2022)

Global-Local Framework for Medical Image Segmentation with Intra-class Imbalance Problem. - Yifan Zhou; Bing Yang; Xiaolu Lin; Risa Higashita; Jiang Liu 001 (CACML, 2023)

Prior-SSL: A Thickness Distribution Prior and Uncertainty Guided Semi-supervised Learning Method for Choroidal Segmentation in OCT Images. - Huihong Zhang; Xiaoqing Zhang 001; Yinlin Zhang; Risa Higashita; Jiang Liu 001 (ICANN (2), 2023)

Oct Image Blind Despeckling Based on Gradient Guided Filter with Speckle Statistical Prior. - Sanqian Li; Muxing Xiong; Bing Yang; Xiaoqing Zhang 001; Risa Higashita; Jiang Liu 001 (ICASSP, 2023)

Corneal Endothelial Cell Segmentation with Multiple Long-range Dependencies. - Lingxi Zeng; Yinglin Zhang; Risa Higashita; Jiang Liu 001 (ICBBE, 2023)

DMINet: A lightweight dual-mixed channel-independent network for cataract recognition. - Xiao Wu; Yu Chen; Qiuyang Yan; Yuhang Zhao; Jilu Zhao; Xiaoqing Zhang 001; Risa Higashita; Jiang Liu 001 (IJCNN, 2023)

LoGo Transformer: Hierarchy Lightweight Full Self-Attention Network for Corneal Endothelial Cell Segmentation. - Yinglin Zhang; Zichao Cai; Risa Higashita; Jiang Liu 001 (IJCNN, 2023)

Dual-Path Framework for Intra-Class Imbalance Medical Image Segmentation. - Xiaolu Lin; Bing Yang; Yifan Zhou; Risa Higashita; Jiang Liu 001 (ISBI, 2023)

SC-GAN: Structure Consistent GAN for Modality Transfer with FFT and Multi-Scale Perception. - Ruiling Xi; Yinglin Zhang; Ruibin Bai; Risa Higashita; Jiang Liu 001 (ISBI, 2023)

UG-Net: Corneal Endothelial Cell Segmentation Based on Uncertainty Estimation and Soft Spatial Attention. - Yinglin Zhang; Wei Wang 490; Biao Wang; Zichao Cai; Dave Towey; Ruibin Bai; Risa Higashita; Jiang Liu 001 (ISBI, 2023)

A Structure-Consistency GAN for Unpaired AS-OCT Image Inpainting. - Guanhua Bai; Sanqian Li; He Zhang; Risa Higashita; Jiang Liu 001; Jie Li; Meng Zhang (OMIA@MICCAI, 2023)

Content-Preserving Diffusion Model for Unsupervised AS-OCT Image Despeckling. - Sanqian Li; Risa Higashita; Huazhu Fu; Heng Li 010; Jingxuan Niu; Jiang Liu 001 (MICCAI (7), 2023)

Elongated Physiological Structure Segmentation via Spatial and Scale Uncertainty-Aware Network. - Yinglin Zhang; Ruiling Xi; Huazhu Fu; Dave Towey; Ruibin Bai; Risa Higashita; Jiang Liu 001 (MICCAI (4), 2023)

PPCR: Learning Pyramid Pixel Context Recalibration Module for Medical Image Classification. - Xiaoqing Zhang 001; Zunjie Xiao; Xiao Wu; Jiansheng Fang; Junyong Shen; Yan Hu; Risa Higashita; Jiang Liu 001 (CoRR, 2023)

Content-Preserving Diffusion Model for Unsupervised AS-OCT image Despeckling. - Sanqian Li; Risa Higashita; Huazhu Fu; Heng Li 010; Jingxuan Liu; Jiang Liu 001 (CoRR, 2023)

HA-Net: Hierarchical Attention Network Based on Multi-Task Learning for Ciliary Muscle Segmentation in AS-OCT. - Bing Yang; Xiaoqing Zhang 001; Sanqian Li; Risa Higashita; Jiang Liu 001 (IEEE Signal Process. Lett., 2023)

Lens structure segmentation from AS-OCT images via shape-based learning. - Huihui Fang; Pengshuai Yin; Huanxin Chen; Yupeng Fang; Wan Chen; Jin Yuan; Risa Higashita; Jiang Liu 001; Yanwu Xu 001 (Comput. Methods Programs Biomed., 2023)

Depth-aware Image Captioning with Bus Dataset for Visually Impaired Individuals. - Xiang Wang; Sanqian Li; Risa Higashita; Jie Li; Hongwu Qin; Jiang Liu 001 (CSAI, 2024)

MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation. - Zunjie Xiao; Xiaoqing Zhang; Risa Higashita; Jiang Liu 001 (OMIA@MICCAI, 2024)

Mixed-decomposed convolutional network: A lightweight yet efficient convolutional neural network for ocular disease recognition. - Xiaoqing Zhang 001; Xiao Wu; Zunjie Xiao; Lingxi Hu; Zhongxi Qiu; Qingyang Sun; Risa Higashita; Jiang Liu 001 (CAAI Trans. Intell. Technol., 2024)

Multi-style spatial attention module for cortical cataract classification in AS-OCT image with supervised contrastive learning. - Zunjie Xiao; Xiaoqing Zhang 001; Bofang Zheng; Yitong Guo; Risa Higashita; Jiang Liu 001 (Comput. Methods Programs Biomed., 2024)

MM-UNet: A Mixed MLP Architecture for Improved Ophthalmic Image Segmentation. - Zunjie Xiao; Xiaoqing Zhang 001; Risa Higashita; Jiang Liu 001 (CoRR, 2024)

Structural Priors Guided Network for the Corneal Endothelial Cell Segmentation. - Yinglin Zhang; Ruiling Xi; Lingxi Zeng; Dave Towey; Ruibin Bai; Risa Higashita; Jiang Liu 001 (IEEE Trans. Medical Imaging, 2024)

Regional context-based recalibration network for cataract recognition in AS-OCT. - Xiaoqing Zhang 001; Zunjie Xiao; Bing Yang; Xiao Wu; Risa Higashita; Jiang Liu 001 (Pattern Recognit., 2024)

Low-Contrast Medical Image Segmentation via Transformer and Boundary Perception. - Yinglin Zhang; Ruiling Xi; Wei Wang 490; Heng Li 010; Lingxi Hu; Huiyan Lin; Dave Towey; Ruibin Bai; Huazhu Fu; Risa Higashita; Jiang Liu 001 (IEEE Trans. Emerg. Top. Comput. Intell., 2024)

Exploring Temporal Constraints for Unsupervised Iris Motion Tracking in AS-OCT Videos. - Lingxi Hu; Xiao Wu; Risa Higashita; Xiaoli Xing; Menglan Zhou; Song Lin; Xiaorong Li; Xiaoling Li; Jinming Duan 001; Jiang Liu 001 (ICASSP, 2025)

Retinal OCT image segmentation with deep learning: A review of advances, datasets, and evaluation metrics. - Huihong Zhang; Bing Yang; Sanqian Li; Xiaoqing Zhang; Xiaoling Li; Tianhang Liu; Risa Higashita; Jiang Liu (Comput. Medical Imaging Graph., 2025)

Structural uncertainty estimation for medical image segmentation. - Bing Yang; Xiaoqing Zhang 001; Huihong Zhang; Sanqian Li; Risa Higashita; Jiang Liu 001 (Medical Image Anal., 2025)

Prior Anatomical Knowledge-guided GAN for ICL surgery postoperative prediction based on AS-OCT image. - Yinglin Zhang; Ruiling Xi; Risa Higashita; Keiichiro Okamoto; Kazutaka Kamiya; Kazunori Miyata; Akihito Igarashi; Seiichiro Hata; Tomoaki Nakamura; Jiang Liu 001 (Medical Image Anal., 2025)

Score Prior Guided Iterative Solver for Speckles Removal in Optical Coherent Tomography Images. - Sanqian Li; Risa Higashita; Huazhu Fu; Bing Yang; Jiang Liu 001 (IEEE J. Biomed. Health Informatics, 2025)

A Contrast-Aware Edge Enhancement GAN for Unpaired Anterior Segment OCT Image Denoising. - Sanqian Li; Yizhou Wang; Risa Higashita; Huazhu Fu; Jiang Liu 001 (IEEE Trans. Circuits Syst. Video Technol., 2025)

Expert-Like Reparameterization of Heterogeneous Pyramid Receptive Fields in Efficient CNNs for Fair Medical Image Classification. - Xiao Wu; Xiaoqing Zhang; Zunjie Xiao; Lingxi Hu; Risa Higashita; Jiang Liu 001 (CoRR, 2025)

Adaptive Confidence-Wise Loss for Improved Lens Structure Segmentation in AS-OCT. - Zunjie Xiao; Xiao Wu; Tianhang Liu; Lingxi Hu; Yinling Zhang; Xiaoqing Zhang; Risa Higashita; Jiang Liu (CoRR, 2025)

Explainable machine learning framework for cataracts recognition using visual features. - Xiao Wu; Lingxi Hu; Zunjie Xiao; Xiaoqing Zhang; Risa Higashita; Jiang Liu 001 (Vis. Comput. Ind. Biomed. Art, 2025)