Snapshot compressive imaging: Theory, algorithms, and applications

X Yuan, DJ Brady… - IEEE Signal Processing …, 2021 - ieeexplore.ieee.org
Capturing high-dimensional (HD) data is a long-term challenge in signal processing and
related fields. Snapshot compressive imaging (SCI) uses a 2D detector to capture HD (≥ …

A review of snapshot multidimensional optical imaging: measuring photon tags in parallel

L Gao, LV Wang - Physics reports, 2016 - Elsevier
Multidimensional optical imaging has seen remarkable growth in the past decade. Rather
than measuring only the two-dimensional spatial distribution of light, as in conventional …

Compressive light field photography using overcomplete dictionaries and optimized projections

K Marwah, G Wetzstein, Y Bando… - ACM Transactions on …, 2013 - dl.acm.org
Light field photography has gained a significant research interest in the last two decades;
today, commercial light field cameras are widely available. Nevertheless, most existing …

Learning light field angular super-resolution via a geometry-aware network

J Jin, J Hou, H Yuan, S Kwong - Proceedings of the AAAI conference on …, 2020 - aaai.org
The acquisition of light field images with high angular resolution is costly. Although many
methods have been proposed to improve the angular resolution of a sparsely-sampled light …

Deep spatial-angular regularization for light field imaging, denoising, and super-resolution

M Guo, J Hou, J Jin, J Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Coded aperture is a promising approach for capturing the 4-D light field (LF), in which the 4-
D data are compressively modulated into 2-D coded measurements that are further decoded …

Improving resolution and depth-of-field of light field cameras using a hybrid imaging system

V Boominathan, K Mitra… - 2014 IEEE International …, 2014 - ieeexplore.ieee.org
Current light field (LF) cameras provide low spatial resolution and limited depth-of-field
(DOF) control when compared to traditional digital SLR (DSLR) cameras. We show that a …

Time-multiplexed coded aperture imaging: Learned coded aperture and pixel exposures for compressive imaging systems

E Vargas, JNP Martel, G Wetzstein… - Proceedings of the …, 2021 - openaccess.thecvf.com
Compressive imaging using coded apertures (CA) is a powerful technique that can be used
to recover depth, light fields, hyperspectral images and other quantities from a single …

Light field compression with disparity-guided sparse coding based on structural key views

J Chen, J Hou, LP Chau - IEEE Transactions on Image …, 2017 - ieeexplore.ieee.org
Recent imaging technologies are rapidly evolving for sampling richer and more immersive
representations of the 3D world. One of the emerging technologies is light field (LF) cameras …

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

A Mousnier, E Vural, C Guillemot - arXiv preprint arXiv:1503.01903, 2015 - arxiv.org
This paper describes a novel approach to partially reconstruct high-resolution 4D light fields
from a stack of differently focused photographs taken with a fixed camera. First, a focus map …

Learning to capture light fields through a coded aperture camera

Y Inagaki, Y Kobayashi, K Takahashi… - Proceedings of the …, 2018 - openaccess.thecvf.com
We propose a learning-based framework for acquiring a light field through a coded aperture
camera. Acquiring a light field is a challenging task due to the amount of data. To make the …