Deep Learning vs. Human Graders for Classifying Severity Levels of Diabetic Retinopathy in a Real-World Nationwide Screening Program

Autor: Raumviboonsuk, Paisan, Krause, Jonathan, Chotcomwongse, Peranut, Sayres, Rory, Raman, Rajiv, Widner, Kasumi, Campana, Bilson J L, Phene, Sonia, Hemarat, Kornwipa, Tadarati, Mongkol, Silpa-Acha, Sukhum, Limwattanayingyong, Jirawut, Rao, Chetan, Kuruvilla, Oscar, Jung, Jesse, Tan, Jeffrey, Orprayoon, Surapong, Kangwanwongpaisan, Chawawat, Sukulmalpaiboon, Ramase, Luengchaichawang, Chainarong, Fuangkaew, Jitumporn, Kongsap, Pipat, Chualinpha, Lamyong, Saree, Sarawuth, Kawinpanitan, Srirat, Mitvongsa, Korntip, Lawanasakol, Siriporn, Thepchatri, Chaiyasit, Wongpichedchai, Lalita, Corrado, Greg S, Peng, Lily, Webster, Dale R

Deep learning algorithms have been used to detect diabetic retinopathy (DR) with specialist-level accuracy. This study aims to validate one such algorithm on a large-scale clinical population, and compare the algorithm performance with that of human

Externí odkaz: http://arxiv.org/abs/1810.08290

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Erratum: Author Correction: Deep learning versus human graders for classifying diabetic retinopathy severity in a nationwide screening program.

Autor: Ruamviboonsuk P; 1Department of Ophthalmology, Rajavithi Hospital, Bangkok, Thailand., Krause J; 2Google AI, Google, Mountain View, CA USA., Chotcomwongse P; 1Department of Ophthalmology, Rajavithi Hospital, Bangkok, Thailand., Sayres R; 2Google AI, Google, Mountain View, CA USA., Raman R; 3Shri Bhagwan Mahavir Vitreoretinal Services, Sankara Nethralaya, Chennai, Tamil Nadu India., Widner K; 2Google AI, Google, Mountain View, CA USA., Campana BJL; 2Google AI, Google, Mountain View, CA USA., Phene S; 2Google AI, Google, Mountain View, CA USA., Hemarat K; 4Department of Ophthalmology, Vajira Hospital, Bangkok, Thailand., Tadarati M; 1Department of Ophthalmology, Rajavithi Hospital, Bangkok, Thailand., Silpa-Archa S; 1Department of Ophthalmology, Rajavithi Hospital, Bangkok, Thailand., Limwattanayingyong J; 1Department of Ophthalmology, Rajavithi Hospital, Bangkok, Thailand., Rao C; 3Shri Bhagwan Mahavir Vitreoretinal Services, Sankara Nethralaya, Chennai, Tamil Nadu India., Kuruvilla O; Eye and Laser Center, Charlotte, NC USA., Jung J; 6East Bay Retina Consultants, Oakland, CA; Department of Ophthalmology, University of California San Francisco, San Francisco, CA USA., Tan J; 7Retina-Vitreous Associates Medical Group, Department of Ophthalmology, University of Southern California, Los Angeles, CA USA., Orprayoon S; Department of Ophthalmology, Lamphun Hospital, Lamphun, Thailand., Kangwanwongpaisan C; Department of Ophthalmology, Somdejphrajaotaksin Maharaj Hospital, Tak, Thailand., Sukumalpaiboon R; Department of Ophthalmology, Sawanpracharak Hospital, Nakhon Sawan, Thailand., Luengchaichawang C; Department of Ophthalmology, Nakhon Nayok Hospital, Nakhon Nayok, Thailand., Fuangkaew J; Department of Ophthalmology, Photharam Hospital, Ratchaburi, Thailand., Kongsap P; 13Department of Ophthalmology, Prapokklao Hospital, Chanthaburi, Thailand., Chualinpha L; Department of Ophthalmology, Mahasarakham Hospital, Mahasarakham, Thailand., Saree S; Department of Ophthalmology, Nongbualamphu Hospital, Nongbualamphu, Thailand., Kawinpanitan S; Department of Ophthalmology, Pakchongnana Hospital, Nakhon Ratchasima, Thailand., Mitvongsa K; Department of Ophthalmology, Mukdahan Hospital, Mukdahan, Thailand., Lawanasakol S; Department of Ophthalmology, Suratthani Hospital, Suratthani, Thailand., Thepchatri C; Department of Ophthalmology, Sungaikolok Hospital, Narathiwat, Thailand., Wongpichedchai L; 20Bangkok Metropolitan Administration Public Health Center 7, Bangkok, Thailand., Corrado GS; 2Google AI, Google, Mountain View, CA USA., Peng L; 2Google AI, Google, Mountain View, CA USA., Webster DR; 2Google AI, Google, Mountain View, CA USA.

Publikováno v: NPJ digital medicine [NPJ Digit Med] 2019 Jul 23; Vol. 2, pp. 68. Date of Electronic Publication: 2019 Jul 23 (Print Publication: 2019).