Geoffrey Hinton

Deep learning will outperform human radiologists by the end of 2021.

“It's just completely obvious that within five years deep learning is going to do better than radiologists.”

Said on

27 October 2016 · Talk at the Creative Destruction Lab 'Machine Learning and the Market for Intelligence' conference, Toronto, 2016; preceded by 'People should stop training radiologists now.'

Source

The 'godfather of AI' predicted AI would replace radiologists. It didn't. · Yahoo Tech

Should come true

2021

How sure they sounded

just completely obvious

Categories

HealthAI

Importance

3 of 5 · Would transform a major medical specialty and its workforce worldwide.

Outcome

Inaccurate

By the end of 2021, deep learning had matched specialists only on some narrow imaging tasks and had not outperformed radiologists in general. Radiologist demand and headcount kept rising, and in a May 2025 New York Times interview Hinton said AI makes radiologists more efficient and accurate rather than replacing them.

Evidence:

• https://the-decoder.com/geoffrey-hintons-wildly-overconfident-ai-prediction-failed-now-its-a-lesson-in-humility/
• https://tech.yahoo.com/ai/articles/godfather-ai-predicted-wouldn-t-100000828.html