Hanruo Liu

37 papers A* 2Journal 26Unranked 9
YearRankTypeTitle / Venue / Authors
2025 J jnl
An intelligent decision-making system integrating knowledge and data for image-based medical diagnosis.
J. Big Data
Yongli Xu, Hanruo Liu, Wenxuan Zhang, Run Sun, Fan Meng, Huaizhou Wang, Shuai Lu, Jie He, Robert N. Weinreb, Li Li, Ningli Wang, Man Hu
2025 J jnl
Native Intelligence Emerges from Large-Scale Clinical Practice: A Retinal Foundation Model with Deployment Efficiency.
CoRR
Jia Guo, Jiawei Du, Shengzhu Yang, Shuai Lu, Wenquan Cheng, Kaiwen Zhang, Yihua Sun, Chuhong Yang, Weihang Zhang, Fang Chen, Yilan Wu, Lie Ju, Guochen Ning, Longfei Ma, Huiping Yao, Jinyuan Wang, Peilun Shi, Yukun Zhou, Jie Xu, Pearse A. Keane, Hanruo Liu, Hongen Liao, Ningli Wang, Huiqi Li
2025 — conf
RetSTA: An LLM-Based Approach for Standardizing Clinical Fundus Image Reports.
MICCAI (6)
Jiushen Cai, Weihang Zhang, Hanruo Liu, Ningli Wang, Huiqi Li
2025 J jnl
RetSTA: An LLM-Based Approach for Standardizing Clinical Fundus Image Reports.
CoRR
Jiushen Cai, Weihang Zhang, Hanruo Liu, Ningli Wang, Huiqi Li
2024 J jnl
Adaptive enhancement of cataractous retinal images for contrast standardization.
Medical Biol. Eng. Comput.
Bingyu Yang, Lvchen Cao, He Zhao, Huiqi Li, Hanruo Liu, Ningli Wang
2024 J jnl
Anomaly Detection for Medical Images Using Heterogeneous Auto-Encoder.
IEEE Trans. Image Process.
Shuai Lu, Weihang Zhang, He Zhao, Hanruo Liu, Ningli Wang, Huiqi Li
2024 J jnl
Automatic diagnosis of myopic maculopathy using continuous severity ranking labels.
Clust. Comput.
Yun Sun, Yu Li, Weihang Zhang, Fengju Zhang, Hanruo Liu, Ningli Wang, Huiqi Li
2024 J jnl
PatchCL-AE: Anomaly detection for medical images using patch-wise contrastive learning-based auto-encoder.
Comput. Medical Imaging Graph.
Shuai Lu, Weihang Zhang, Jia Guo, Hanruo Liu, Huiqi Li, Ningli Wang
2024 — conf
RET-CLIP: A Retinal Image Foundation Model Pre-trained with Clinical Diagnostic Reports.
MICCAI (12)
Jiawei Du, Jia Guo, Weihang Zhang, Shengzhu Yang, Hanruo Liu, Huiqi Li, Ningli Wang
2024 J jnl
RET-CLIP: A Retinal Image Foundation Model Pre-trained with Clinical Diagnostic Reports.
CoRR
Jiawei Du, Jia Guo, Weihang Zhang, Shengzhu Yang, Hanruo Liu, Huiqi Li, Ningli Wang
2024 J jnl
ViLReF: A Chinese Vision-Language Retinal Foundation Model.
CoRR
Shengzhu Yang, Jiawei Du, Jia Guo, Weihang Zhang, Hanruo Liu, Huiqi Li, Ningli Wang
2023 J jnl
A deep network using coarse clinical prior for myopic maculopathy grading.
Comput. Biol. Medicine
Yun Sun, Yu Li, Fengju Zhang, He Zhao, Hanruo Liu, Ningli Wang, Huiqi Li
2023 J jnl
A fundus image classification framework for learning with noisy labels.
Comput. Medical Imaging Graph.
Tingxin Hu, Bingyu Yang, Jia Guo, Weihang Zhang, Hanruo Liu, Ningli Wang, Huiqi Li
2023 J jnl
Deep ensemble learning for accurate retinal vessel segmentation.
Comput. Biol. Medicine
Lingling Du, Hanruo Liu, Lan Zhang, Yao Lu, Mengyao Li, Yang Hu, Yi Zhang
2023 J jnl
MIL-ViT: A multiple instance vision transformer for fundus image classification.
J. Vis. Commun. Image Represent.
Qi Bi, Xu Sun, Shuang Yu, Kai Ma, Cheng Bian, Munan Ning, Nanjun He, Yawen Huang, Yuexiang Li, Hanruo Liu, Yefeng Zheng
2023 J jnl
PKRT-Net: Prior knowledge-based relation transformer network for optic cup and disc segmentation.
Neurocomputing
Shuai Lu, He Zhao, Hanruo Liu, Huiqi Li, Ningli Wang
2023 J jnl
Retinal image enhancement with artifact reduction and structure retention.
Pattern Recognit.
Bingyu Yang, He Zhao, Lvchen Cao, Hanruo Liu, Ningli Wang, Huiqi Li
2023 — conf
Semi-Supervised Learning with Out-of-Distribution Unlabeled Samples for Retinal Image Classification.
ISBI
Lize Jia, Jia Guo, Weihang Zhang, Hanruo Liu, Ningli Wang, Huiqi Li
2023 J jnl
VisionFM: a Multi-Modal Multi-Task Vision Foundation Model for Generalist Ophthalmic Artificial Intelligence.
CoRR
Jianing Qiu, Jian Wu, Hao Wei, Peilun Shi, Minqing Zhang, Yunyun Sun, Lin Li, Hanruo Liu, Hongyi Liu, Simeng Hou, Yuyang Zhao, Xuehui Shi, Junfang Xian, Xiaoxia Qu, Sirui Zhu, Lijie Pan, Xiaoniao Chen, Xiaojia Zhang, Shuai Jiang, Kebing Wang, Chenlong Yang, Mingqiang Chen, Sujie Fan, Jianhua Hu, Aiguo Lv, Hui Miao, Li Guo, Shujun Zhang, Cheng Pei, Xiaojuan Fan, Jianqin Lei, Ting Wei, Junguo Duan, Chun Liu, Xiaobo Xia, Siqi Xiong, Junhong Li, Benny Lo, Yih Chung Tham, Tien Yin Wong, Ningli Wang, Wu Yuan
2022 — conf
AMD Classification Based on Adversarial Domain Adaptation with Center Loss.
ISBI
Shengzhu Yang, Xi Zhang, He Zhao, Huiqi Li, Hanruo Liu, Ningli Wang
2022 J jnl
Joint Learning of Multi-Level Tasks for Diabetic Retinopathy Grading on Low-Resolution Fundus Images.
IEEE J. Biomed. Health Informatics
Xiaofei Wang, Mai Xu, Jicong Zhang, Lai Jiang, Liu Li, Mengxian He, Ningli Wang, Hanruo Liu, Zulin Wang
2021 J jnl
A hierarchical deep learning approach with transparency and interpretability based on small samples for glaucoma diagnosis.
npj Digit. Medicine
Yongli Xu, Man Hu, Hanruo Liu, Hao Yang, Huaizhou Wang, Shuai Lu, Tianwei Liang, Xiaoxing Li, Mai Xu, Liu Li, Huiqi Li, Xin Ji, Zhijun Wang, Li Li, Robert N. Weinreb, Ningli Wang
2021 J jnl
Applications of Deep Learning in Fundus Images: A Review.
CoRR
Tao Li, Wang Bo, Chunyu Hu, Hong Kang, Hanruo Liu, Kai Wang, Huazhu Fu
2021 J jnl
Applications of deep learning in fundus images: A review.
Medical Image Anal.
Tao Li, Wang Bo, Chunyu Hu, Hong Kang, Hanruo Liu, Kai Wang, Huazhu Fu
2021 A* conf
Learning Calibrated Medical Image Segmentation via Multi-Rater Agreement Modeling.
CVPR
Wei Ji, Shuang Yu, Junde Wu, Kai Ma, Cheng Bian, Qi Bi, Jingjing Li, Hanruo Liu, Li Cheng, Yefeng Zheng
2021 — conf
Local-Global Dual Perception Based Deep Multiple Instance Learning for Retinal Disease Classification.
MICCAI (8)
Qi Bi, Shuang Yu, Wei Ji, Cheng Bian, Lijun Gong, Hanruo Liu, Kai Ma, Yefeng Zheng
2021 — conf
MIL-VT: Multiple Instance Learning Enhanced Vision Transformer for Fundus Image Classification.
MICCAI (8)
Shuang Yu, Kai Ma, Qi Bi, Cheng Bian, Munan Ning, Nanjun He, Yuexiang Li, Hanruo Liu, Yefeng Zheng
2020 J jnl
A Large-Scale Database and a CNN Model for Attention-Based Glaucoma Detection.
IEEE Trans. Medical Imaging
Liu Li, Mai Xu, Hanruo Liu, Yang Li, Xiaofei Wang, Lai Jiang, Zulin Wang, Xiang Fan, Ningli Wang
2020 J jnl
Applications of Artificial Intelligence in the Screening of Glaucoma in China.
J. Medical Syst.
Yue Zhang, Ningli Wang, Hanruo Liu
2020 — conf
DeepGF: Glaucoma Forecast Using the Sequential Fundus Images.
MICCAI (5)
Liu Li, Xiaofei Wang, Mai Xu, Hanruo Liu, Ximeng Chen
2020 — conf
Difficulty-Aware Glaucoma Classification with Multi-rater Consensus Modeling.
MICCAI (1)
Shuang Yu, Hong-Yu Zhou, Kai Ma, Cheng Bian, Chunyan Chu, Hanruo Liu, Yefeng Zheng
2020 J jnl
Difficulty-aware Glaucoma Classification with Multi-Rater Consensus Modeling.
CoRR
Shuang Yu, Hong-Yu Zhou, Kai Ma, Cheng Bian, Chunyan Chu, Hanruo Liu, Yefeng Zheng
2020 — conf
Leveraging Undiagnosed Data for Glaucoma Classification with Teacher-Student Learning.
MICCAI (1)
Junde Wu, Shuang Yu, Wenting Chen, Kai Ma, Rao Fu, Hanruo Liu, Xiaoguang Di, Yefeng Zheng
2020 J jnl
Leveraging Undiagnosed Data for Glaucoma Classification with Teacher-Student Learning.
CoRR
Junde Wu, Shuang Yu, Wenting Chen, Kai Ma, Rao Fu, Hanruo Liu, Xiaoguang Di, Yefeng Zheng
2019 A* conf
Attention Based Glaucoma Detection: A Large-Scale Database and CNN Model.
CVPR
Liu Li, Mai Xu, Xiaofei Wang, Lai Jiang, Hanruo Liu
2019 J jnl
Attention Based Glaucoma Detection: A Large-scale Database and CNN Model.
CoRR
Liu Li, Mai Xu, Xiaofei Wang, Lai Jiang, Hanruo Liu
2019 J jnl
Diagnostic assessment of deep learning algorithms for diabetic retinopathy screening.
Inf. Sci.
Tao Li, Yingqi Gao, Kai Wang, Song Guo, Hanruo Liu, Hong Kang