Detecting trypophobia triggers (with deep learning)

1b324e4900e79878eb518c1263b41795?s=47 Piotr Migdał
November 17, 2017

Detecting trypophobia triggers (with deep learning)

From: https://brainhackwarsaw.github.io/#trypophobia
Trigger warning: triggering (visually unsettling images)

1b324e4900e79878eb518c1263b41795?s=128

Piotr Migdał

November 17, 2017
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  1. Detecting trypophobia triggers (with deep learning) dr Piotr Migdał
 Artur

    Puzio, Grzegorz Uriasz
  2. PhD in quantum physics theory (2014, ICFO, Barcelona) data scientist

    (deepsense.ai / consultant)
 machine learning deep learning data-viz (D3.js)
  3. None
  4. http://cs.stanford.edu/people/karpathy/cvpr2015.pdf Object detection

  5. https://blog.heuritech.com/2016/02/29/a-brief-report-of-the-heuritech-deep-learning-meetup-5/ Convolutional neural network

  6. https://distill.pub/2017/feature-visualization/ What do they see?

  7. http://arxiv.org/abs/1508.06576 research paper arXiv otwarty kod GitHub online app (e.g.

    deepart.io) Aug ‘15 Dec ‘15 Nov ‘15 movies Apr ‘16
  8. GPU Tech Conference (San Jose, CA)

  9. Trypophobia “Trypophobia is a proposed phobia […] of irregular patterns

    or clusters of small holes or bumps. […] researchers hypothesize that it is the result of a biological revulsion that associates trypophobic shapes with danger or disease […].“ https://en.wikipedia.org/wiki/Trypophobia
  10. CLOSE YOUR EYES!

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  15. Trypophobia detector by high-school students https://github.com/cytadela8/trypophobia

  16. Trypophobia detector by high-school students https://github.com/cytadela8/trypophobia

  17. Tools

  18. Or pigeons… http://www.sciencemag.org/news/2015/11/pigeons-spot-cancer-well-human-experts https://www.youtube.com/watch?v=flzGjnJLyS0

  19. Thank you! Questions? more on my blog
 http://p.migdal.pl/ @pmigdal