mlsanityData to 14 Oct 2026

Intelligent Autofocus

arXiv 2002.12389 ↗First posted 27 Feb 2020eess.IVcited by 2

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Abstract (arXiv)

We demonstrate that deep learning methods can determine the best focus position from 1-2 image samples, enabling 5-10x faster focus than traditional search-based methods. In contrast with phase detection methods, deep autofocus does not require specialized hardware. In further constrast with conventional methods, which assume a static "best focus," AI methods can generate scene-based focus trajectories that optimize synthesized image quality for dynamic and three dimensional scenes.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). First posted on arXiv 27 Feb 2020.

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2 papers.