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It looks like the comparison images at the top have inaccurate captions?

RAM looks correct to me. What's wrong?

E.g BLIP image is captioned "missing: dog" despite the dog being detected in the image.

That's why it's a comparison. It's a page about RAM and how it's better than BLIP