/AI2d ago

Déjà View Uses Looped Transformer for Efficient 3D Reconstruction

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Tobias Fischer@TobiasFischer11

Do 3D reconstruction transformers really need a billion parameters, or are most of those layers just doing the same thing over and over?

Introducing Déjà View: a single transformer block, looped K times, that matches or beats models 8–10× its size with lower compute. 🧵

1:43 PM · May 30, 2026 · 82.4K Views
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VIEWS9.4KBOOKMARKS65LIKES124RETWEETS20
Sven Elflein@s_elflein

Traditional 3D reconstruction pipelines like COLMAP operate in a loop, growing the scene piece-by-piece. 🧩🔄

With DejaView, we introduce this inductive bias for feed-forward 3D reconstruction—running a single alternating-attention block in a loop! Awesome work from the team 👇

Tobias Fischer@TobiasFischer11

Do 3D reconstruction transformers really need a billion parameters, or are most of those layers just doing the same thing over and over?

Introducing Déjà View: a single transformer block, looped K times, that matches or beats models 8–10× its size with lower compute. 🧵

2dViews 9.4KLikes 124Bookmarks 65