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For state of the art practical similarity search, the benchmarks at http://www.itu.dk/people/pagh/SSS/ann-benchmarks/ are always up to date with all the actually available methods and libraries.

Ibsont think any of the neural methods have shown themselves competitive yet.

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I'm one of the authors – there's actually slightly newer benchmarks at http://ann-benchmarks.com/

Reminds me it's probably time to re-run the benchmarks and publish newer numbers

Great! Reminds me: Is there any way each algorithm can keep a fixed colour/pattern across the graphs? For example: Annoy is grey on the first plot, but green in the second.

In either case, thanks to you Martin and Alec for the great work!

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