Picture perfect: AI + medical imaging

AI brain image: radiation in, bits out

Shades of AI

The ‘sudden’ evolution of AI

Deep learning & GPUs

Reality check

The robots aren’t coming (yet)

Access to data

The role of the human in radiology’s future

Roots of AI in medical imaging

Regulatory hurdles

Do no harm

References

  1. https://www.nejm.org/doi/full/10.1056/NEJMp1606181
  2. https://www.youtube.com/watch?v=2HMPRXstSvQ
  3. https://www.newyorker.com/magazine/2017/04/03/ai-versus-md
  4. https://intelligence.org/2013/08/11/what-is-agi/
  5. https://en.wikipedia.org/wiki/Turing_test
  6. http://ai.stanford.edu/~nilsson/OnlinePubs-Nils/General%20Essays/AIMag26-04-HLAI.pdf
  7. https://www.youtube.com/watch?v=4b0t7TzjRZE&feature=youtu.be
  8. https://link.springer.com/article/10.1007%2FBF02457822
  9. https://zbmath.org/0634.68089
  10. https://www.jecgonline.com/article/0022-0736(90)90102-8/pdf
  11. https://ieeexplore.ieee.org/abstract/document/691841
  12. https://www.engineering.com/Hardware/ArticleID/15471/NVIDIAs-Artificial-Intelligence-Boom-What-Makes-AI-and-GPUs-so-Compatible.aspx
  13. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5447633/
  14. https://www.wsj.com/articles/ai-holds-promise-of-improving-doctors-diagnoses-1505226566#comments_sector
  15. https://www.wired.com/story/a-blueprint-for-coexistence-with-artificial-intelligence/
  16. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5375621/
  17. https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7463094
  18. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4890616/
  19. https://link.springer.com/article/10.1007/s10278-017-9976-3
  20. https://link.springer.com/article/10.1007/s10278-017-9988-z
  21. https://link.springer.com/article/10.1007/s10278-017-9988-z
  22. https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7463094
  23. https://www.auntminnie.com/index.aspx?sec=ser&sub=def&pag=dis&ItemID=117221
  24. http://www.cs.toronto.edu/~hinton/absps/Outrageously.pdf
  25. http://www.diagnosticimaging.com/pacs-and-informatics/how-radiologists-are-using-machine-learning
  26. https://www.nanalyze.com/2017/02/artificial-intelligence-medical-imaging/
  27. https://www.nanalyze.com/2017/08/12-startups-diagnosing-medical-images-ai/
  28. https://www.ge.com/reports/software-please-doctors-looking-ai-speed-diagnosis/
  29. http://newsroom.gehealthcare.com/the-team-behind-the-future-of-ai-in-healthcare/
  30. https://www.nanalyze.com/2017/08/ibm-dominate-radiology-ai/
  31. https://www.quantamagazine.org/new-theory-cracks-open-the-black-box-of-deep-learning-20170921/
  32. https://www.forbes.com/sites/bernardmarr/2017/01/20/first-fda-approval-for-clinical-cloud-based-deep-learning-in-healthcare/#5c699b7a161c
  33. https://ai100.stanford.edu/2016-report/section-ii-ai-domain/healthcare/clinical-setting

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