Linear Volumetric Focus for Light Field Cameras
Abstract
We demonstrate that the redundant information in light field imagery allows volumetric focus, an improvement of signal quality that maintains focus over a controllable range of depths. To do this, we derive the frequency-domain region of support of the light field, finding it to be the 4D hyperfan at the intersection of a dual fan and a hypercone, and design a filter with correspondingly shaped passband. Drawing examples from the Stanford Light Field Archive and images captured using a commercially available lenslet-based plenoptic camera, we demonstrate that the hyperfan outperforms competing methods including planar focus, fan-shaped antialiasing, and nonlinear image and video denoising techniques. We show the hyperfan preserves depth of field, making it a single-step all-in-focus denoising filter suitable for general-purpose light field rendering. We include results for different noise types and levels, through murky water and particulate matter, in real-world scenarios, and evaluated using a variety of metrics. We show that the hyperfan's performance scales with aperture count, and demonstrate the inclusion of aliased components for high-quality rendering.
Más información
Título según WOS: | ID WOS:000350565200002 Not found in local WOS DB |
Título de la Revista: | ACM TRANSACTIONS ON GRAPHICS |
Volumen: | 34 |
Número: | 2 |
Editorial: | ASSOC COMPUTING MACHINERY |
Fecha de publicación: | 2015 |
DOI: |
10.1145/2665074 |
Notas: | ISI |