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A Visual History of Interpretation for Image Recognition

https://thegradient.pub/a-visual-history-of-interpretation-for-image-recognition/

by hypomnemata • 6 years ago

40 3 6 years ago

TH

thegradient.pub

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aliabd• 6 years ago

I'm the author here! Thanks for sharing :) Feel free to ask me any questions.

I wanted to highlight some of the libraries we used: Gradio [1] to create the interfaces in the GIFs, and PAIR-code's [2] Tensorflow implementation of the papers.

[1] https://github.com/gradio-app/gradio [2]: https://github.com/PAIR-code/saliency

Aliabid94• 6 years ago

Really quality write up here. That being said, I’m not convinced that interpretation offers any real value in industry ML - are there any examples of these techniques actually being used by companies and for what purpose?

dontreact• 6 years ago

Useful for finding label leaks in medical images (burned in radiologist marks for example)

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