Selective Light Field Refocusing for Camera Arrays Using Bokeh Rendering and Superresolution

08/09/2021
by   Yingqian Wang, et al.
0

Camera arrays provide spatial and angular information within a single snapshot. With refocusing methods, focal planes can be altered after exposure. In this letter, we propose a light field refocusing method to improve the imaging quality of camera arrays. In our method, the disparity is first estimated. Then, the unfocused region (bokeh) is rendered by using a depth-based anisotropic filter. Finally, the refocused image is produced by a reconstruction-based superresolution approach where the bokeh image is used as a regularization term. Our method can selectively refocus images with focused region being superresolved and bokeh being aesthetically rendered. Our method also enables postadjustment of depth of field. We conduct experiments on both public and self-developed datasets. Our method achieves superior visual performance with acceptable computational cost as compared to other state-of-the-art methods. Code is available at https://github.com/YingqianWang/Selective-LF-Refocusing.

READ FULL TEXT

page 1

page 2

page 3

page 4

page 5

research
02/16/2023

Learning Non-Local Spatial-Angular Correlation for Light Field Image Super-Resolution

Exploiting spatial-angular correlation is crucial to light field (LF) im...
research
06/22/2021

Learning-Based Practical Light Field Image Compression Using A Disparity-Aware Model

Light field technology has increasingly attracted the attention of the r...
research
12/10/2019

DeOccNet: Learning to See Through Foreground Occlusions in Light Fields

Background objects occluded in some views of a light field (LF) camera c...
research
08/03/2023

DMDC: Dynamic-mask-based dual camera design for snapshot Hyperspectral Imaging

Deep learning methods are developing rapidly in coded aperture snapshot ...
research
06/15/2023

Probabilistic-based Feature Embedding of 4-D Light Fields for Compressive Imaging and Denoising

The high-dimensional nature of the 4-D light field (LF) poses great chal...
research
05/28/2020

Filter Bubble, Selective Exposure, and Integrative Complexity

Filter bubble which may be described as technology-induced selective exp...
research
03/06/2015

Partial light field tomographic reconstruction from a fixed-camera focal stack

This paper describes a novel approach to partially reconstruct high-reso...

Please sign up or login with your details

Forgot password? Click here to reset