Year
Month
(Peer-Reviewed) A narrative review of glaucoma screening from fundus images
Xingxing Cao 曹星星, Xu Sun 孙旭, Shuai Yan 闫帅, Yanwu Xu 许言午
Intelligent Healthcare Unit, Baidu Inc., Beijing, China
中国 北京 百度智慧医疗事业部
Annals of Eye Science, 2021-09-15
Abstract

The objective of the paper is to provide a general view for automatic cup to disc ratio (CDR) assessment in fundus images. As for the cause of blindness, glaucoma ranks as the second in ocular diseases. Vision loss caused by glaucoma cannot be reversed, but the loss may be avoided if screened in the early stage of glaucoma. Thus, early screening of glaucoma is very requisite to preserve vision and maintain quality of life.

Optic nerve head (ONH) assessment is a useful and practical technique among current glaucoma screening methods. Vertical CDR as one of the clinical indicators for ONH assessment, has been well-used by clinicians and professionals for the analysis and diagnosis of glaucoma. The key for automatic calculation of vertical CDR in fundus images is the segmentation of optic cup (OC) and optic disc (OD). We take a brief description of methodologies about the OC and disc optic segmentation and comprehensively presented these methods as two aspects: hand-craft feature and deep learning feature. Sliding window regression, super-pixel level, image reconstruction, super-pixel level low-rank representation (LRR), deep learning methodologies for segmentation of OD and OC have been shown.

It is hoped that this paper can provide guidance and bring inspiration to other researchers. Every mentioned method has its advantages and limitations. Appropriate method should be selected or explored according to the actual situation. For automatic glaucoma screening, CDR is just the reflection for a small part of the disc, while utilizing comprehensive factors or multimodal images is the promising future direction to furthermore enhance the performance.
A narrative review of glaucoma screening from fundus images_1
A narrative review of glaucoma screening from fundus images_2
A narrative review of glaucoma screening from fundus images_3
A narrative review of glaucoma screening from fundus images_4
  • Giant and light modifiable third-order optical nonlinearity in a free-standing h-BN film
  • Jun Ren, Han Lin, Xiaorui Zheng, Weiwei Lei, Dan Liu, Tianling Ren, Pu Wang4, Baohua Jia
  • Opto-Electronic Science
  • 2022-06-21
  • Research status and prospect of wind-vehicle-bridge coupling vibration system
  • Wanshui Han, Xiaodong Liu, Xuelian Guo, Shizhi Chen, Gan Yang, Huanju Liu
  • Journal of Traffic and Transportation Engineering
  • 2022-06-20
  • The reservoir learning power across quantum many-body localization transition
  • Wei Xia, Jie Zou, Xingze Qiu, Xiaopeng Li
  • Frontiers of Physics
  • 2022-06-15
  • A small microring array that performs large complex-valued matrix-vector multiplication
  • Junwei Cheng, Yuhe Zhao, Wenkai Zhang, Hailong Zhou, Dongmei Huang, Qing Zhu, Yuhao Guo, Bo Xu, Jianji Dong, Xinliang Zhang
  • Frontiers of Optoelectronics
  • 2022-06-15
  • Prognostic role of plasma levels of γ-glutamyl transpeptidase in patients with advanced gastric cancer treated with anti-PD-1 immunotherapy
  • Shaojie Xu, Yiming Feng, Xingyin Li, Zaozao Huang, Hewei Li, Ganxin Wang
  • Oncology and Translational Medicine
  • 2022-06-14
  • High-quality Development Paths of Ice-snow Tourism in China from the Perspective of the Winter Olympics
  • TANG Chengcai, ZENG Rui, YANG Yuanyuan, XU Shiyi, WANG Xin
  • Journal of Resources and Ecology
  • 2022-06-07
  • New approach for the digital reconstruction of complex mine faults and its application in mining
  • Hongwei Wang, Zeliang Wang, Yaodong Jiang, Jiaqi Song, Meina Jia
  • International Journal of Coal Science & Technology
  • 2022-06-06
  • p62/SQSTM1 Participates in the Innate Immune Response of Macrophages Against Candida albicans Infection
  • He Yan-Zhi, Duan Zhi-Min, Chen Xu, Li Min
  • International Journal of Dermatology and Venereology
  • 2022-06-01
  • Long term performance of recycled concrete beams with different water–cement ratio and recycled aggregate replacement rate
  • Jingwei YING, Feiming SU, Shuangren CHEN
  • Frontiers of Structural and Civil Engineering
  • 2022-05-31
  • Polarization-switchable plasmonic emitters based on laser-induced bubbles
  • Jianjun Chen, Fengyuan Gan
  • Opto-Electronic Advances
  • 2022-05-27
  • Broad-band spatial light modulation with dual epsilon-near-zero modes
  • Long Wen, Xianghong Nan, Jiaxiang Li, David R. S. Cumming, Xin Hu, Qin Chen
  • Opto-Electronic Advances
  • 2022-05-27
  • Configurable topological beam splitting via antichiral gyromagnetic photonic crystal
  • Jianfeng Chen, Zhi-Yuan Li
  • Opto-Electronic Science
  • 2022-05-20



  • A case of infectious endophthalmitis misdiagnosed as uveitis                                Local renin angiotensin system and sperm DNA fragmentation
    About
    |
    Contact
    |
    Copyright © PubCard