Light field synthesis by training deep network in the refocused image domain

CL Liu, KT Shih, JW Huang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Light field imaging, which captures spatial-angular information of light incident on image
sensors, enables many interesting applications such as image refocusing and augmented …

Light-field view synthesis using a convolutional block attention module

MSK Gul, MU Mukati, M Bätz… - … on Image Processing …, 2021 - ieeexplore.ieee.org
Consumer light-field (LF) cameras suffer from a low or limited resolution because of the
angular-spatial trade-off. To alleviate this drawback, we propose a novel learning-based …

DCM-CNN: Densely connected multiloss convolutional neural networks for light field view synthesis

L Liu, Z Nian, C Jung - IEEE Access, 2020 - ieeexplore.ieee.org
Different from traditional cameras, the light field cameras record spatial information with its
angular information. Since the angular and spatial resolutions are limited due to the …

Attention mechanism-based light-field view synthesis

MSK Gul, MU Mukati, M Bätz, S Forchhammer… - IEEE …, 2022 - ieeexplore.ieee.org
The angular information of light lost in conventional images but preserved and stored in light-
fields plays an instrumental role in many applications such as depth estimation, 3D …

Learning-based view synthesis for light field cameras

NK Kalantari, TC Wang, R Ramamoorthi - ACM Transactions on …, 2016 - dl.acm.org
With the introduction of consumer light field cameras, light field imaging has recently
become widespread. However, there is an inherent trade-off between the angular and …

High-fidelity view synthesis for light field imaging with extended pseudo 4DCNN

Y Wang, F Liu, K Zhang, Z Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Multi-view properties of light field (LF) imaging enable exciting applications such as auto-
refocusing, depth estimation and 3D reconstruction. However, limited angular resolution has …

High-quality virtual view synthesis for light field cameras using multi-loss convolutional neural networks

Z Nian, C Jung - 2018 25th IEEE International Conference on …, 2018 - ieeexplore.ieee.org
Although light field cameras record both spatial and angular information, their angular and
spatial resolutions are limited when capturing light field data. Thus, it is required to …

Light Field Synthesis from a Monocular Image using Variable LDI

J Bak, IK Park - Proceedings of the IEEE/CVF Conference …, 2023 - openaccess.thecvf.com
Recent advancements in learning-based novel view synthesis enable users to synthesize
light field from a monocular image without special equipment. Moreover, the state-of-the-art …

A fast view synthesis implementation method for light field applications

W Gao, L Zhou, L Tao - ACM Transactions on Multimedia Computing …, 2021 - dl.acm.org
View synthesis (VS) for light field images is a very time-consuming task due to the great
quantity of involved pixels and intensive computations, which may prevent it from the …

Light field GAN-based view synthesis using full 4D information

A Wafa, P Nasiopoulos - Proceedings of the 19th ACM SIGGRAPH …, 2022 - dl.acm.org
Light Field (LF) technology offers a truly immersive experience having the potential to
revolutionize entertainment, training, education, virtual and augmented reality, gaming …