NVIDIA open-sources Déjà View: a 117M model that loops one transformer block to match 10x larger models on 3D

CSProfKGD · x · 2026-11-13

NVIDIA unveiled Déjà View, a 117M-parameter model that turns photos taken from different angles into 3D geometry and camera positions. By looping a single transformer block, it matches or beats models up to 10x larger across five benchmarks at comparable or lower compute, with loop count as a compute-budget dial. Selected as a NeurIPS 2026 oral paper with code released. Researchers note NVIDIA's open weights enabled follow-up work even before publication.

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