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Light field image super-resolution with transformers
Light field (LF) image super-resolution (SR) aims at reconstructing high-resolution LF
images from their low-resolution counterparts. Although CNN-based methods have …
images from their low-resolution counterparts. Although CNN-based methods have …
Review of light field technologies
Light 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 …
plenoptic attributes. They describe the holographic information of scenes by representing …
Real-world light field image super-resolution via degradation modulation
Recent years have witnessed the great advances of deep neural networks (DNNs) in light
field (LF) image super-resolution (SR). However, existing DNN-based LF image SR methods …
field (LF) image super-resolution (SR). However, existing DNN-based LF image SR methods …
Three-dimensional rapid visualization of flame temperature field via compression and noise reduction of light field imaging
ZT Niu, H Qi, JW Shi, YT Ren, MJ He, W Zhou - … Communications in Heat …, 2022 - Elsevier
Light field (LF) imaging, as an emerging temperature measurement technique, can
simultaneously capture the intensity and direction information of radiation in the combustion …
simultaneously capture the intensity and direction information of radiation in the combustion …
Deep learning methods for high-resolution microscale light field image reconstruction: a survey
Deep learning is progressively emerging as a vital tool for image reconstruction in light field
microscopy. The present review provides a comprehensive examination of the latest …
microscopy. The present review provides a comprehensive examination of the latest …
Deep light field super-resolution using frequency domain analysis and semantic prior
Y Chen, G Jiang, Z Jiang, M Yu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Light field (LF) camera can simultaneously capture the intensity and direction information of
light rays, which has been widely concerned. However, limited by the size of the imaging …
light rays, which has been widely concerned. However, limited by the size of the imaging …
Deep light field spatial super-resolution using heterogeneous imaging
Light field (LF) imaging expands traditional imaging techniques by simultaneously capturing
the intensity and direction information of light rays, and promotes many visual applications …
the intensity and direction information of light rays, and promotes many visual applications …
Adapting the Learning Models of Single Image Super-Resolution Into Light-Field Imaging
A Kar, S Nehra, J Mukherjee… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The emergence of Light Field (LF) cameras has made LF imaging a popular technology in
computational photography. However, the spatial resolution of these micro-lens-based LF …
computational photography. However, the spatial resolution of these micro-lens-based LF …
Efficient light field image compression with enhanced random access
In light field image compression, facilitating random access to individual views plays a
significant role in decoding views quickly, reducing memory footprint, and decreasing the …
significant role in decoding views quickly, reducing memory footprint, and decreasing the …
Hybrid domain learning towards light field spatial super-resolution using heterogeneous imaging
Light field (LF) cameras usually capture dense angular samples, but suffer from low spatial
resolution. Existing single-LF super-resolution methods struggle with textures at larger …
resolution. Existing single-LF super-resolution methods struggle with textures at larger …