Deep learning detection of diabetic retinopathy in Scotland's diabetic eye screening programme.
Alan D FlemingJoseph MellorStuart J McGurnaghanLuke A K BlackbournKeith A GoatmanCaroline StylesAmos J StorkeyPaul M McKeigueHelen M ColhounPublished in: The British journal of ophthalmology (2023)
A deep learning-based system for DR grading was evaluated in QA data and images from 11 years in 50% of people attending a national DR screening programme. The system could reduce the manual grading workload at the same sensitivity compared with the current automated grading system.
Keyphrases
- deep learning
- diabetic retinopathy
- convolutional neural network
- artificial intelligence
- optical coherence tomography
- machine learning
- editorial comment
- study protocol
- big data
- type diabetes
- electronic health record
- quality improvement
- randomized controlled trial
- clinical trial
- wound healing
- high throughput
- loop mediated isothermal amplification
- label free
- data analysis