Gabriele Trivigno (@gabTrivv)

If you like recipes that scale without bells and whistles, and learn robust representations from images alone, check out our latest work!

Super happy to have contributed to this with such an amazing team!

Max Seitzer @maxseitzer Nov 2

SSL shouldn't require complex training recipes to scale, but the current SotA needs them.

Introducing JEM: a principled SSL method derived from information theory. The first latent patch-level objective demonstrated from 300M→7B params. Stable training, matches or beats DINOv3.

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Gabriele Trivigno @gabTrivv Sep 9

This week I'll be at #ECCV2026 in Malmö!

A few places to catch me:
- Thursday morning
at the Meta booth
- Friday at 11am: spotlight talk at the Meta booth on DINOv3 & CHMv2
- Friday at 4pm: presenting our “FoundYou” paper, poster #334

Come say hi if you’re around, or if you want to grab a coffee! 👋

Gabriele Trivigno @gabTrivv Sep 2

Snap a photo of your favorite t-shirt. 👕

Now imagine Segment Anything 2 could scan through thousands of images, find the exact same t-shirt, and segment it every time it shows up.

We’re excited to share FoundYou: A Unified Model for Personalized Segmentation and Retrieval, accepted at #ECCV2026! 🎉

1:23

Gabriele Trivigno @gabTrivv Jun 10

That’s a wrap for #CVPR2026 in Denver!
Despite it being my 5th CVPR, this one was a year of firsts:
• first time presenting an Oral paper
• first time presenting at a booth, with the DINO project at Meta
• first live demo

Grateful for the great conversations, feedback, and energy throughout the week!

Gabriele Trivigno @gabTrivv Jun 6

Today!
I'm going to present MARCO in Oral Session 4D at 2 pm, and later at poster #20!
Don't miss it :)

Claudia Cuttano @ClaudiaCuttano May 25

✨#CVPR2026 Oral ✨

A tale of a failed experiment: what if you fine-tune DINOv2 on sparse keypoints, beat every benchmark, only to discover it performs worse than the original frozen model on novel keypoints?

🚀MARCO closes this gap: a unified model for generalisable correspondences

github.com/visinf/MARCO

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Gabriele Trivigno

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