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dribnet

@dribnet

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machine perception artist
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Scribble Junction by @dribnet

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3 months ago

Vibe of the Tiger
Currently on display as part of the 2026 @cvpr.art gallery (closes tomorrow) by @dribnet

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4 months ago

hiberknit
Probing dataset nearest neighbors shows that across vision models this image evokes memories of many types of knitted garmets including sweaters, socks, hats, and scarves. by @dribnet

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4 months ago

The Leg Problem
Each print in this series represents a single direction in residual space shared across multiple vision models. by @dribnet

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4 months ago

Before we launch the 2026 @cvpr.art gallery, I wanted to highlight the last of the prize winners from 2025 - Tom White @dribnet, who came and built this flower windmill structure last summer at CVPR.

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Atlas of Perception (2025) by @dribnet
Prize Winner of the CVPR Art Gallery 2025

What if everything we see is composed of just a few hundred visual elements? Much like how three primary colors combine to form the vast spectrum we perceive, our visual world might be built from a limited set of fundamental concepts.

The Atlas of Perception reveals these building blocks of visual understanding by exploring the latent space of neural networks. By examining how machines parse our world, we gain insight into the grammar of appearance itself—the modular semantics of vision.

Modern neural networks perceive our world through their own version of visual concepts—elemental patterns that combine to form complex imagery. Through artistic interpretation and mechanistic interpretability techniques, this project makes these hidden elements visible.

Displayed on a continuous circular canvas that has no beginning and no end, these visualizations mirror the formless nature of the abstract feature spaces within AI systems. The radial arrangement invites viewers to consider perception as circular rather than linear—a constellation of interrelated concepts rather than a hierarchy.

#CVPRart #CVPRAIart #CVPR2025 by @dribnet

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4 months ago

Branchful

Inside every AI vision system are categories the machine made for itself and patterns it noticed without anyone telling it what to look for. Most don't have human names.

This series represents ways of seeing that emerged again and again - a visual concept independent of human labels. Glowing regions are where their attention pooled.

Each print is a translation: many machines, one shared way of seeing, made visible to ours. by @dribnet

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4 months ago

Shelfwild by @dribnet

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4 months ago

fridge jupiter by @dribnet

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5 months ago

Mane Howl
AI vision models carve up the visual world into more categories than human language has words for. Some of those categories are nameless. Each print in this series is one made visible. by @dribnet

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5 months ago

Can Snarl by @dribnet

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5 months ago

Knot Married
drawing resonates a shared concept found at the final layer of multimodal contrastive models independently trained on different distributions and with different architectures by @dribnet

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6 months ago

here there be dragons
leaving the world of labeled data behind to explore uncharted waters. starting a new set of experiments that discover shared concepts across vision models and paint a single steering vector in the latent space. by @dribnet

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6 months ago