Identification of Cataract and Post-cataract Surgery Optical Images Using Artificial Intelligence Techniques

被引:26
|
作者
Acharya, Rajendra Udyavara [1 ]
Yu, Wenwei [2 ]
Zhu, Kuanyi [1 ]
Nayak, Jagadish [3 ]
Lim, Teik-Cheng [4 ]
Chan, Joey Yiptong [1 ]
机构
[1] Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore, Singapore
[2] Chiba Univ, Grad Sch Med Syst Engn, Chiba, Japan
[3] Manipal Inst Technol, Dept Elect & Commun Engn, Manipal, Karnataka, India
[4] SIM Univ, Sch Sci & Technol, Singapore, Singapore
关键词
Cataract; Normal; Neural network; Classifier; Histogram; ANOVA test; Sensitivity; Specificity; Training; Accuracy; Neuron; RESONANCE; FLOW;
D O I
10.1007/s10916-009-9275-8
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Human eyes are most sophisticated organ, with perfect and interrelated subsystems such as retina, pupil, iris, cornea, lens and optic nerve. The eye disorder such as cataract is a major health problem in the old age. Cataract is formed by clouding of lens, which is painless and developed slowly over a long period. Cataract will slowly diminish the vision leading to the blindness. At an average age of 65, it is most common and one third of the people of this age in world have cataract in one or both the eyes. A system for detection of the cataract and to test for the efficacy of the post-cataract surgery using optical images is proposed using artificial intelligence techniques. Images processing and Fuzzy K-means clustering algorithm is applied on the raw optical images to detect the features specific to three classes to be classified. Then the backpropagation algorithm (BPA) was used for the classification. In this work, we have used 140 optical image belonging to the three classes. The ANN classifier showed an average rate of 93.3% in detecting normal, cataract and post cataract optical images. The system proposed exhibited 98% sensitivity and 100% specificity, which indicates that the results are clinically significant. This system can also be used to test the efficacy of the cataract operation by testing the post-cataract surgery optical images.
引用
收藏
页码:619 / 628
页数:10
相关论文
共 50 条
  • [41] Post-Cataract Surgery Decreased Vision—Is It Always Posterior Capsule Opacification?
    Gaonker, Tanvi
    Yadav, Alka
    Nishad, Ayasha
    ASIA-PACIFIC JOURNAL OF OPHTHALMOLOGY, 2023, 12 (01): : 107 - 107
  • [42] Surgeon characteristics associated with post-cataract surgery endophthalmitis in the United States
    Krick, Tracy Wang
    Wang, Peiqi
    Zafar, Sidra
    Srikumaran, Divya
    Schein, Oliver
    Makary, Martin
    Woreta, Fasika
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2020, 61 (07)
  • [43] Toll-like receptors in acute post-cataract surgery endophthalmitis
    Tanvi Soni
    Subina Narang
    Sunandan Sood
    Anita Tehlan
    International Ophthalmology, 2020, 40 : 2717 - 2725
  • [45] Microbiologic spectrum and susceptibility of isolates in delayed post-cataract surgery endophthalmitis
    Jindal, Animesh
    Pathengay, Avinash
    Jalali, Subhadra
    Mathai, Annie
    Pappuru, Rajeev Reddy
    Narayanan, Raja
    Chhablani, Jay
    Sharma, Savitri
    Das, Taraprasad
    Flynn, Harry W., Jr.
    CLINICAL OPHTHALMOLOGY, 2015, 9 : 1077 - 1079
  • [46] Outcomes of Post-Cataract Surgery Endophthalmitis Treated Without Microbial Cultures
    Samuelson, Annika
    Patel, Samir
    Kommareddy, Kapila
    Kang, Eugene
    Hsu, Jason
    Dunn, James
    Vander, James
    Garg, Sunir
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2023, 64 (08)
  • [47] Post-cataract surgery endophthalmitis: The role of prophylactic antibiotic eye drops
    Akkach, Sarmad
    Kam, Jonathan
    Meusemann, Robin
    CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY, 2019, 47 (04): : 555 - 556
  • [48] Relationship of echographic findings with visual outcomes in post-cataract surgery endophthalmitis
    Patil, R
    Talwar, D
    Tewari, HK
    Sharma, YR
    Nainiwal, S
    Verma, LK
    Satpathy, G
    ANNALS OF OPHTHALMOLOGY, 2004, 36 (01) : 12 - 16
  • [49] VISUAL OUTCOME FOLLOWING TRAUMATIC WOUND DEHISCENCE IN POST-CATARACT SURGERY
    ANTEBY, I
    HOVERS, I
    SIGANOS, L
    SALOMON, A
    FRUCHTPERY, J
    VISION RESEARCH, 1995, 35 : 3148 - 3148
  • [50] Incidence of Post-Cataract Cystoid Macular Edema
    Greenberg, Garred
    Chocron, Isaac
    Lee, Jimmy
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2018, 59 (09)