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LoGeR: Hybrid Memory System Enables Dense 3D Reconstruction from Long Videos

By

helloplanets

2mo ago· 5 min readenNews

Summary

LoGeR (Long-Context Geometric Reconstruction with Hybrid Memory) is a novel AI system developed by Google DeepMind and UC Berkeley researchers that enables dense 3D reconstruction from extremely long video sequences. The system uses a hybrid memory approach combining short-term and long-term memory to process video streams in chunks, overcoming computational limitations of traditional methods. This allows for scalable geometric reconstruction from extended video footage, representing a significant advancement in computer vision and 3D scene understanding.

Key quotes

· 4 pulled
LoGeR scales feedforward dense 3D reconstruction to extremely long videos.
By processing video streams in chunk
Long-Context Geometric Reconstruction with Hybrid Memory
(*: Project leads, †: Direction lead)
Snippet from the RSS feed
Junyi Zhang1,2 Charles Herrmann1,* Junhwa Hur1,* Chen Sun1 Ming-Hsuan Yang1 Forrester Cole1 Trevor Darrell2 Deqing Sun1,† 1 Google DeepMind

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