NVIDIA introduces Déjà View, a 117M-parameter 3D reconstruction model
Overview
NVIDIA introduces Déjà View, a 117-million-parameter model that reconstructs 3D geometry and camera positions from photos taken at different angles.
NVIDIA says the model reaches or beats models up to 10 times larger on five benchmarks, using comparable or less compute, by looping a single transformer block. Researchers can change the number of loops to fit their compute budget. The work is an oral paper at NeurIPS 2026, and NVIDIA says the code is available.
Written by AI from the articles below · updated Nov 11, 3:53 PM ET
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NVIDIA AI@NVIDIAAIOfficialNVIDIA's Déjà View turns multi-angle photos into 3D geometry and camera positionsAINVIDIA introduces Déjà View, a 117M-parameter model that reconstructs 3D geometry and camera positions from photos taken at different angles. By looping a single transformer block, the model matches or outperforms models up to 10 times larger across five benchmarks, using comparable or less compute. Researchers can adjust the number of loops to fit their compute budget, and the work is an oral paper at NeurIPS 2026 with code available.

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