NTIRE 2024 challenge on light field image super-resolution: Methods and results
In this report we summarize the 2nd NTIRE challenge on light field (LF) image super-
resolution (SR) with a focus on new methods and results. This challenge aims at super …
resolution (SR) with a focus on new methods and results. This challenge aims at super …
NTIRE 2023 challenge on light field image super-resolution: Dataset, methods and results
In this report, we summarize the first NTIRE challenge on light field (LF) image super-
resolution (SR), which aims at super-resolving LF images under the standard bicubic …
resolution (SR), which aims at super-resolving LF images under the standard bicubic …
Efficient Light Field Image Super-Resolution via Progressive Disentangling
The performance of light field (LF) image super-resolution (SR) has been significantly
improved with the development of deep learning techniques. In recent state-of-the-art …
improved with the development of deep learning techniques. In recent state-of-the-art …
LGFN: Lightweight Light Field Image Super-Resolution using Local Convolution Modulation and Global Attention Feature Extraction
Z Yu, L Chen, Z Zeng, K Yang, S Luo… - Proceedings of the …, 2024 - openaccess.thecvf.com
Capturing different intensity and directions of light rays at the same scene Light field (LF) can
encode the 3D scene cues into a 4D LF image which has a wide range of applications (ie …
encode the 3D scene cues into a 4D LF image which has a wide range of applications (ie …
KULF-TT53: a display-specific turntable-based light field dataset for subjective quality assessment
K Javidi, MG Martini, PA Kara - Electronics, 2023 - mdpi.com
Light field datasets enable researchers to conduct both objective and subjective quality
assessments, which are particularly useful when acquisition equipment or resources are not …
assessments, which are particularly useful when acquisition equipment or resources are not …
BigEPIT: Scaling EPIT for Light Field Image Super-Resolution
W Chao, Y Kan, X Wang, F Duan… - Proceedings of the …, 2024 - openaccess.thecvf.com
Existing methods have been developed for light field (LF) image Super-Resolution (SR) and
achieved continuously improved performance while suffering a significant performance drop …
achieved continuously improved performance while suffering a significant performance drop …
Light field images super-resolution method based on hybrid low-dimensional spatial–angular interaction feature and linear complementation epipolar feature
YC Li, GY Wang, P Liu, S Zhang - Expert Systems with Applications, 2025 - Elsevier
Light-field (LF) cameras record 4D information about the intensity and angle of light, but
limited by the resolution of the sensor, LF images require a trade-off between spatial and …
limited by the resolution of the sensor, LF images require a trade-off between spatial and …
Joint super-resolution and nonuniformity correction model for infrared light field images based on frequency correlation learning
Y Du, Y Ma, J Huang, X Mei, J Qin… - IEEE/CAA Journal of …, 2024 - ieeexplore.ieee.org
Super-resolution (SR) for the camera array-based infrared light field (IRLF) images aims to
reconstruct high-resolution sub-aperture images (SAIs) from their low-resolution …
reconstruct high-resolution sub-aperture images (SAIs) from their low-resolution …
Super-resolution image restoration for microlens array imaging system
Microlens array (MLA) has been widely applied in optical imaging fields. However, the
existing MLA imaging system (MLAIS) often suffers the problems of low imaging resolutions …
existing MLA imaging system (MLAIS) often suffers the problems of low imaging resolutions …
High-resolution enhanced cross-subspace fusion network for light field image superresolution
Light field (LF) images offer abundant spatial and angular information, therefore, the
combination of which is beneficial in the performance of LF image superresolution (LF …
combination of which is beneficial in the performance of LF image superresolution (LF …