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A Visual History of Interpretation for Image Recognition (thegradient.pub)
40 points by hypomnemata on Jan 18, 2021 | hide | past | favorite | 3 comments


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


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?


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




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