Comparing humans and deep learning performance for grading AMD: A study in using universal deep features and transfer learning for automated AMD analysis

Medicine & Life Sciences

• Deep Learning 100%
• Machine Learning 82%
• Macular Degeneration 76%
• Ocular Vision 20%
• Macular Degeneration, Age-Related, 2 19%
• Physicians 15%
• Dietary Supplements 12%
• Color 10%
• Datasets 9%
• Hand 9%
• Clinical Studies 8%
• Therapeutics 3%

Engineering & Materials Science

• Transfer learning 86%
• Image analysis 69%
• Deep learning 64%
• Deep neural networks 46%
• Convolutional neural networks 43%
• Machine learning 17%
• Color 17%
• Monitoring 13%