共 75 条
Current state and future prospects of artificial intelligence in ophthalmology: a review
被引:113
作者:

Hogarty, Daniel T.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Melbourne, Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, Melbourne, Vic, Australia Univ Melbourne, Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, Melbourne, Vic, Australia

Mackey, David A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Melbourne, Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, Melbourne, Vic, Australia
Univ Western Australia, Ctr Vis Sci, Lions Eye Inst, Perth, WA, Australia
Univ Tasmania, Menzies Inst Med Res, Hobart, Tas, Australia Univ Melbourne, Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, Melbourne, Vic, Australia

Hewitt, Alex W.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Melbourne, Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, Melbourne, Vic, Australia
Univ Western Australia, Ctr Vis Sci, Lions Eye Inst, Perth, WA, Australia
Univ Tasmania, Menzies Inst Med Res, Hobart, Tas, Australia Univ Melbourne, Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, Melbourne, Vic, Australia
机构:
[1] Univ Melbourne, Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, Melbourne, Vic, Australia
[2] Univ Western Australia, Ctr Vis Sci, Lions Eye Inst, Perth, WA, Australia
[3] Univ Tasmania, Menzies Inst Med Res, Hobart, Tas, Australia
关键词:
artificial intelligence;
deep learning;
diabetic retinopathy;
machine learning;
ophthalmology;
MACHINE LEARNING CLASSIFIERS;
COLLAGEN CROSS-LINKING;
DIABETIC-RETINOPATHY;
KERATOCONUS DETECTION;
MACULAR DEGENERATION;
AUTOMATED IDENTIFICATION;
CORNEAL TOPOGRAPHY;
NEURAL-NETWORK;
DEEP;
AGE;
D O I:
10.1111/ceo.13381
中图分类号:
R77 [眼科学];
学科分类号:
100212 ;
摘要:
Artificial intelligence (AI) has emerged as a major frontier in computer science research. Although AI has broad application across many medical fields, it will have particular utility in ophthalmology and will dramatically change the diagnostic and treatment pathways for many eye conditions such as corneal ectasias, glaucoma, age-related macular degeneration and diabetic retinopathy. However, given that AI has primarily been driven as a computer science, its concepts and terminology are unfamiliar to many medical professionals. Important key terms such as machine learning and deep learning are often misunderstood and incorrectly used interchangeably. This article presents an overview of AI and new developments relevant to ophthalmology.
引用
收藏
页码:128 / 139
页数:12
相关论文
共 75 条
[1]
Automatic recognition of severity level for diagnosis of diabetic retinopathy using deep visual features
[J].
Abbas, Qaisar
;
Fondon, Irene
;
Sarmiento, Auxiliadora
;
Jimenez, Soledad
;
Alemany, Pedro
.
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING,
2017, 55 (11)
:1959-1974

论文数: 引用数:
h-index:
机构:

Fondon, Irene
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Seville, Escuela Super Ingenieros, Camino Descubrimientos S-N, Seville 41092, Spain Al Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Comp & Informat Sci, Riyadh, Saudi Arabia

论文数: 引用数:
h-index:
机构:

Jimenez, Soledad
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp Puerta Mar, Surg Dept, Cadiz, Spain
Univ Hosp Puerta Mar, Glaucoma Unity, Cadiz, Spain Al Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Comp & Informat Sci, Riyadh, Saudi Arabia

Alemany, Pedro
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hosp Puerta Mar, Surg Dept, Cadiz, Spain
Univ Hosp Puerta Mar, Glaucoma Unity, Cadiz, Spain Al Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Comp & Informat Sci, Riyadh, Saudi Arabia
[2]
Automatic Detection of Optic Disc in Retinal Image by Using Keypoint Detection, Texture Analysis, and Visual Dictionary Techniques
[J].
Akyol, Kemal
;
Sen, Baha
;
Bayir, Safak
.
COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE,
2016, 2016

论文数: 引用数:
h-index:
机构:

Sen, Baha
论文数: 0 引用数: 0
h-index: 0
机构:
Yildirim Beyazit Univ, Dept Comp Engn, TR-06030 Ankara, Turkey Karabuk Univ, Dept Comp Engn, TR-78050 Karabuk, Turkey

Bayir, Safak
论文数: 0 引用数: 0
h-index: 0
机构:
Karabuk Univ, Dept Comp Engn, TR-78050 Karabuk, Turkey Karabuk Univ, Dept Comp Engn, TR-78050 Karabuk, Turkey
[3]
Non-proliferative diabetic retinopathy symptoms detection and classification using neural network
[J].
Al-Jarrah, Mohammad A.
;
Shatnawi, Hadeel
.
Journal of Medical Engineering and Technology,
2017, 41 (06)
:498-505

Al-Jarrah, Mohammad A.
论文数: 0 引用数: 0
h-index: 0
机构:
Computer Engineering Department, Yarmouk University, Irbid, Jordan Computer Engineering Department, Yarmouk University, Irbid, Jordan

Shatnawi, Hadeel
论文数: 0 引用数: 0
h-index: 0
机构:
Computer Engineering Department, Yarmouk University, Irbid, Jordan Computer Engineering Department, Yarmouk University, Irbid, Jordan
[4]
Intrastromal corneal ring segment implantation in paracentral keratoconus with coincident topographic and coma axis
[J].
Alfonso, Jose F.
;
Lisa, Carlos
;
Merayo-Lloves, Jesus
;
Fernandez-Vega Cueto, Luis
;
Montes-Mico, Robert
.
JOURNAL OF CATARACT AND REFRACTIVE SURGERY,
2012, 38 (09)
:1576-1582

Alfonso, Jose F.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain
Univ Oviedo, Sch Med, Sch Med, Barcelona, Spain Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain

Lisa, Carlos
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain
Univ Oviedo, Sch Med, Sch Med, Barcelona, Spain Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain

Merayo-Lloves, Jesus
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain
Univ Oviedo, Sch Med, Sch Med, Barcelona, Spain Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain

Fernandez-Vega Cueto, Luis
论文数: 0 引用数: 0
h-index: 0
机构:
Barraquer Inst, Barcelona, Spain Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain

Montes-Mico, Robert
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Valencia, Fac Phys, Dept Opt, Valencia, Spain Univ Oviedo, Sch Med, Fernandez Vega Ophthalmol Inst, Barcelona, Spain
[5]
Integration of Scheimpflug-Based Corneal Tomography and Biomechanical Assessments for Enhancing Ectasia Detection
[J].
Ambrosio, Renato, Jr.
;
Lopes, Bernardo T.
;
Faria-Correia, Fernando
;
Salomao, Marcella Q.
;
Buhren, Jens
;
Roberts, Cynthia J.
;
Elsheikh, Ahmed
;
Vinciguerra, Riccardo
;
Vinciguerra, Paolo
.
JOURNAL OF REFRACTIVE SURGERY,
2017, 33 (07)
:434-+

论文数: 引用数:
h-index:
机构:

Lopes, Bernardo T.
论文数: 0 引用数: 0
h-index: 0
机构:
Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil
Univ Fed Sao Paulo, Dept Ophthalmol, Sao Paulo, Brazil Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil

Faria-Correia, Fernando
论文数: 0 引用数: 0
h-index: 0
机构:
Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil
Univ Minho, Sch Hlth Sci, Braga, Portugal Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil

Salomao, Marcella Q.
论文数: 0 引用数: 0
h-index: 0
机构:
Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil
Univ Fed Sao Paulo, Dept Ophthalmol, Sao Paulo, Brazil Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil

Buhren, Jens
论文数: 0 引用数: 0
h-index: 0
机构:
Augenpraxisklin Triangulum, Hanau, Germany Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil

Roberts, Cynthia J.
论文数: 0 引用数: 0
h-index: 0
机构:
Ohio State Univ, Dept Ophthalmol & Visual Sci, Columbus, OH 43210 USA
Ohio State Univ, Dept Biomed Engn, Columbus, OH 43210 USA Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Vinciguerra, Paolo
论文数: 0 引用数: 0
h-index: 0
机构:
Humanitas Clin & Res Ctr, Eye Ctr, Rozzano, Italy
Vincieye Clin, Milan, Italy Rio de Janeiro Corneal Tomog & Biomech Study Grp, Rio De Janeiro, Brazil
[6]
Use of a Support Vector Machine for Keratoconus and Subclinical Keratoconus Detection by Topographic and Tomographic Data
[J].
Arbelaez, Maria Clara
;
Versaci, Francesco
;
Vestri, Gabriele
;
Barboni, Piero
;
Savini, Giacomo
.
OPHTHALMOLOGY,
2012, 119 (11)
:2231-2238

Arbelaez, Maria Clara
论文数: 0 引用数: 0
h-index: 0
机构:
Muscat Eye Laser Ctr, Muscat, Oman Muscat Eye Laser Ctr, Muscat, Oman

Versaci, Francesco
论文数: 0 引用数: 0
h-index: 0
机构:
CSO Srl, Florence, Italy Muscat Eye Laser Ctr, Muscat, Oman

Vestri, Gabriele
论文数: 0 引用数: 0
h-index: 0
机构:
CSO Srl, Florence, Italy Muscat Eye Laser Ctr, Muscat, Oman

Barboni, Piero
论文数: 0 引用数: 0
h-index: 0
机构:
Studio Oculist DAzeglio, Bologna, Italy Muscat Eye Laser Ctr, Muscat, Oman

Savini, Giacomo
论文数: 0 引用数: 0
h-index: 0
机构:
GB Bietti Fdn IRCCS, Rome, Italy Muscat Eye Laser Ctr, Muscat, Oman
[7]
Detecting Preperimetric Glaucoma with Standard Automated Perimetry Using a Deep Learning Classifier
[J].
Asaoka, Ryo
;
Murata, Hiroshi
;
Iwase, Aiko
;
Araie, Makoto
.
OPHTHALMOLOGY,
2016, 123 (09)
:1974-1980

Asaoka, Ryo
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Tokyo, Dept Ophthalmol, Tokyo, Japan Univ Tokyo, Dept Ophthalmol, Tokyo, Japan

Murata, Hiroshi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Tokyo, Dept Ophthalmol, Tokyo, Japan Univ Tokyo, Dept Ophthalmol, Tokyo, Japan

Iwase, Aiko
论文数: 0 引用数: 0
h-index: 0
机构:
Tajimi Iwase Eye Clin, Tajimi, Japan Univ Tokyo, Dept Ophthalmol, Tokyo, Japan

Araie, Makoto
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Tokyo, Dept Ophthalmol, Tokyo, Japan
Kanto Cent Hosp, Mutual Aid Assoc Publ Sch Teachers, Tokyo, Japan Univ Tokyo, Dept Ophthalmol, Tokyo, Japan
[8]
Use of a Neural Net to Model the Impact of Optical Coherence Tomography Abnormalities on Vision in Age-related Macular Degeneration
[J].
Aslam, Tariq M.
;
Zaki, Haider R.
;
Mahmood, Sajjad
;
Ali, Zaria C.
;
Ahmad, Nur A.
;
Thorell, Mariana R.
;
Balaskas, Konstantinos
.
AMERICAN JOURNAL OF OPHTHALMOLOGY,
2018, 185
:94-100

Aslam, Tariq M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England
NHS Cent Manchester Univ Hosp, Manchester Royal Eye Hosp, Manchester, Lancs, England Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England

Zaki, Haider R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England

Mahmood, Sajjad
论文数: 0 引用数: 0
h-index: 0
机构:
NHS Cent Manchester Univ Hosp, Manchester Royal Eye Hosp, Manchester, Lancs, England Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England

Ali, Zaria C.
论文数: 0 引用数: 0
h-index: 0
机构:
NHS Cent Manchester Univ Hosp, Manchester Royal Eye Hosp, Manchester, Lancs, England Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England

Ahmad, Nur A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Teknol Mara Puncak Alam, Fac Hlth Sci, Dept Optometry, Selangor, Malaysia Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England

Thorell, Mariana R.
论文数: 0 引用数: 0
h-index: 0
机构:
NHS Cent Manchester Univ Hosp, Manchester Royal Eye Hosp, Manchester, Lancs, England
Hosp Banco Olhos Porto Alegre, Dept Ophthalmol, Porto Alegre, RS, Brazil Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England

Balaskas, Konstantinos
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England
NHS Cent Manchester Univ Hosp, Manchester Royal Eye Hosp, Manchester, Lancs, England Univ Manchester, Fac Biol Med & Hlth, Sch Pharm & Optometry, Manchester, Lancs, England
[9]
Prediction of Anti-VEGF Treatment Requirements in Neovascular AMD Using a Machine Learning Approach
[J].
Bogunovic, Hrvoje
;
Waldstein, Sebastian M.
;
Schlegl, Thomas
;
Langs, Georg
;
Sadeghipour, Amir
;
Liu, Xuhui
;
Gerendas, Bianca S.
;
Osborne, Aaron
;
Schmidt-Erfurth, Ursula
.
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE,
2017, 58 (07)
:3240-3248

Bogunovic, Hrvoje
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Waldstein, Sebastian M.
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Schlegl, Thomas
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria
Med Univ Vienna, Dept Biomed Imaging & Image Guided Therapy, Computat Imaging Res Lab, Vienna, Austria Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Langs, Georg
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria
Med Univ Vienna, Dept Biomed Imaging & Image Guided Therapy, Computat Imaging Res Lab, Vienna, Austria Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Sadeghipour, Amir
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Liu, Xuhui
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria
Zhengzhou Univ, Dept Ophthalmol, Affiliated Hosp 1, Zhengzhou, Peoples R China Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Gerendas, Bianca S.
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Osborne, Aaron
论文数: 0 引用数: 0
h-index: 0
机构:
Genentech Inc, San Francisco, CA USA Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria

Schmidt-Erfurth, Ursula
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria Med Univ Vienna, Dept Ophthalmol, Christian Doppler Lab Ophthalm Image Anal, Vienna, Austria
[10]
Machine Learning of the Progression of Intermediate Age-Related Macular Degeneration Based on OCT Imaging
[J].
Bogunovic, Hrvoje
;
Montuoro, Alessio
;
Baratsits, Magdalena
;
Karantonis, Maria G.
;
Waldstein, Sebastian M.
;
Schlanitz, Ferdinand
;
Schmidt-Erfurth, Ursula
.
INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE,
2017, 58 (06)
:BIO141-BIO150

Bogunovic, Hrvoje
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria

Montuoro, Alessio
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria

Baratsits, Magdalena
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria

Karantonis, Maria G.
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria

Waldstein, Sebastian M.
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria

Schlanitz, Ferdinand
论文数: 0 引用数: 0
h-index: 0
机构:
Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria Med Univ Vienna, Dept Ophthalmol & Optometry, Vienna, Austria

论文数: 引用数:
h-index:
机构: