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Research examples

Here we list a selection of academic papers and research projects where advanced analytics, including machine learning and artificial intelligence, have been applied to ophthalmic datasets for patient benefit. Many of these examples involve members of the INSIGHT team or our partners. All links are to external sites.

A list of papers related specifically to INSIGHT can be found on the HDR Innovation Gateway

Artificial Intelligence 

Recent regulatory reports regarding Artificial Intelligence as a Medical Device:


Retinal disease

Some recent research using Artificial Intelligence and machine learning:

Diabetic retinopathy

Here are some recent examples of research using eye datasets to investigate the effectiveness of current treatments and the potential for new screening techniques powered by artificial intelligence:





Personalised medicine


Health data poverty



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