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A Visual History of Interpretation for Image Recognition
- aliabd 6y agoI'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 https://github.com/gradio-app/gradio [2]: https://github.com/PAIR-code/saliency https://github.com/PAIR-code/saliency
- Aliabid94 6y agoReally 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 6y agoUseful for finding label leaks in medical images (burned in radiologist marks for example)