A Taxonomy and Evaluation of Dense Light Field Depth Estimation Algorithms

Author(s):  
Ole Johannsen ◽  
Katrin Honauer ◽  
Bastian Goldluecke ◽  
Anna Alperovich ◽  
Federica Battisti ◽  
...  
2021 ◽  
Author(s):  
Luca Palmieri

Microlens-array based plenoptic cameras capture the light field in a single shot, enabling new potential applications but also introducing additional challenges. A plenoptic image consists of thousand of microlens images. Estimating the disparity for each microlens allows to render conventional images, changing the perspective and the focal settings, and to reconstruct the three-dimensional geometry of the scene. The work includes a blur-aware calibration method to model plenoptic cameras, an optimization method to accurately select the best microlenses combination for disparity estimation, an overview of the different types of plenoptic cameras, an analysis of the disparity estimation algorithms, and a robust depth estimation approach for light field microscopy. The research led to the creation of a full framework for plenoptic cameras, which contains the implementation of the algorithms discussed in the work and datasets of both real and synthetic images for comparison, benchmarking and future research.


2016 ◽  
Vol 38 (11) ◽  
pp. 2170-2181 ◽  
Author(s):  
Ting-Chun Wang ◽  
Alexei A. Efros ◽  
Ravi Ramamoorthi
Keyword(s):  

2021 ◽  
Author(s):  
Kunyuan Li ◽  
Jun Zhang ◽  
Jun Gao ◽  
Meibin Qi
Keyword(s):  

IEEE Access ◽  
2018 ◽  
Vol 6 ◽  
pp. 48984-48993 ◽  
Author(s):  
Xinpeng Huang ◽  
Ping An ◽  
Liquan Shen ◽  
Ran Ma

Author(s):  
Shuyao Zhou ◽  
Tianqian Zhu ◽  
Kanle Shi ◽  
Yazi Li ◽  
Wen Zheng ◽  
...  

AbstractLight fields are vector functions that map the geometry of light rays to the corresponding plenoptic attributes. They describe the holographic information of scenes by representing the amount of light flowing in every direction through every point in space. The physical concept of light fields was first proposed in 1936, and light fields are becoming increasingly important in the field of computer graphics, especially with the fast growth of computing capacity as well as network bandwidth. In this article, light field imaging is reviewed from the following aspects with an emphasis on the achievements of the past five years: (1) depth estimation, (2) content editing, (3) image quality, (4) scene reconstruction and view synthesis, and (5) industrial products because the technologies of lights fields also intersect with industrial applications. State-of-the-art research has focused on light field acquisition, manipulation, and display. In addition, the research has extended from the laboratory to industry. According to these achievements and challenges, in the near future, the applications of light fields could offer more portability, accessibility, compatibility, and ability to visualize the world.


2019 ◽  
Vol 48 (5) ◽  
pp. 524001
Author(s):  
范晓婷 Fan Xiaoting ◽  
李 奕 Li Yi ◽  
罗晓维 Luo Xiaowei ◽  
张 凝 Zhang Ning ◽  
韩梦芯 Han Mengxin ◽  
...  

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