Light field image super-resolution network via joint spatial-angular and epipolar information

V Van Duong, TN Huu, J Yim… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper proposes a novel efficient convolutional neural network (CNN) for light field (LF)
spatial super-resolution (SR). Due to the high dimensionality of LF data, it is important to …

Reivew of light field image super-resolution

L Yu, Y Ma, S Hong, K Chen - Electronics, 2022 - mdpi.com
Currently, light fields play important roles in industry, including in 3D mapping, virtual reality
and other fields. However, as a kind of high-latitude data, light field images are difficult to …

Light field angular super-resolution based on structure and scene information

J Yang, L Wang, L Ren, Y Cao, Y Cao - Applied Intelligence, 2023 - Springer
Light fields contain a wealth of information about real-world scenes and can be easily
acquired by commercial light field cameras. However, the trade-off between angular and …

Geometry-assisted multi-representation view reconstruction network for light field image angular super-resolution

D Liu, Z Tong, Y Huang, Y Chen, Y Zuo… - Knowledge-Based Systems, 2023 - Elsevier
Light Field (LF) imaging enables many attractive applications since scene angular and
spatial information can be captured simultaneously. However, the limited angular resolution …

View position prior-supervised light field angular super-resolution network with asymmetric feature extraction and spatial-angular interaction

Y Cao, L Wang, L Ren, J Yang, Y Cao - Neurocomputing, 2023 - Elsevier
Light field imaging can record the intensity and direction information of light rays in space,
which attracts extensive attention. However, the trade-off between angular and spatial …

Light field occlusion removal network via foreground location and background recovery

S Zhang, Y Chen, P An, X Huang, C Yang - Signal Processing: Image …, 2022 - Elsevier
Occlusion removal in an image can aid in facilitating the robustness of numerous computer
vision tasks, eg, detection and tracking in surveillance. However, the invisible property of …

PMSNet: Parallel multi-scale network for accurate low-light light-field image enhancement

X Wang, K Chen, Z Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Current low-light light-field (LF) image enhancement algorithms tend to produce blurry
results, for (1) loss of spatial details during enhancement and (2) inefficient exploitation of …

Light field angular super-resolution based on intrinsic and geometric information

L Wang, L Ren, X Wei, J Yang, Y Cao, Y Cao - Knowledge-Based Systems, 2023 - Elsevier
Light field imaging can encode abundant scene information, including the intensity and
direction of light rays, into 4D light field images. However, the limited number of sensors in …

Optical flow-assisted multi-level fusion network for Light Field image angular reconstruction

D Liu, Y Mao, Y Huang, L Cao, Y Wang… - Signal Processing: Image …, 2023 - Elsevier
Light Field (LF) imaging can record both the intensities and directions of light rays in a single
exposure, which has received extensive attentions. However, the limited angular resolution …