Add Model Compare Tab

[KartikP]

compare.models.mov

[mschrimpf]

This is great!

Some nitpicks:

Per-Benchmark Score Correlation

1. Can we use the same visualization as for the compare-benchmarks? For instance, Pearson R etc are shown differently in the two plots. In fact they're even shown differently within the compare-models plot as there is a box at the top detailing the stats and then there's another one with the same information in the top left. I don't care so much which one we use, except that we show information once, uniformly, and that the Brain-Score logo would be nice to show somewhere on the plot so that it's visible when people re-post the plot.
2. The search is great! Can we just make it bit more forgiving? For instance, searching for "resnet 50 sin" does not yield resnet50-SIN. (Going forward it would be great to include our tags here too, such that you can e.g. search for "transformer".)
3. Could we include more information about each model that is selected? For instance the rank, who contributed it, a link to the model page (like a mini model card). I would put this as two boxes below the search instead of the current stats.
4. At least according to the legend, scores are repeated: average vision includes everything, neural includes {V1, V2, V4, IT}. I would say we either let the user choose the level, or we keep it at {V1, V2, V4, IT, Behavior} -- i.e. gray out engineering by default.
5. For the individual benchmark dots, is it possible to make them clickable? I.e. link to the benchmark page? (Tooltip could even be some of the benchmark stimuli, but just the link would already be great.)
6. (When clicking on e.g. V1, I would have expected that only those scores remain and everything else goes away. But this is only a minor inconvenience and I guess otherwise it wouldn't be possible to filter individually.)

Top Benchmark Differences

Move the title text a tiny bit higher, it overlaps with the bars.

Mean Score by Domain

Let's show the individual benchmark dots? Or do more of a boxplot/violin plot?

[mschrimpf]

I want to be clear that these are all nitpicks that we can address in an update in the near future. Having this live as-is would already be an improvement over not having it :)