Convolutional Neural Networks

September 17, 2025 ยท View on GitHub

ModelVenueYear
Learning a deep convolutional network for light-field image super-resolutionICCVW2015
Lightfield image super-resolution using convolutional neural networkSPL2017
Light-field image superresolution using a combined deep cnn based on epiSPL2018
Light field spatial super-resolution using deep efficient spatialangular separable convolutionTIP2018
Revisiting spatio-angular trade-off in light field cameras and extended applications in super-resolutionTVCG2019
Spatial-angular interaction for light field image super-resolutionECCV2020
High-dimensional dense residual convolutional neural network for light field reconstructionTPAMI2019
Light field superresolution with zero-shot learningCVPR2021
Disentangling light fields for super-resolution and disparity estimationTPAMI2022
Light field spatial superresolution via deep combinatorial geometry embedding and structural consistency regularizationCVPR2020
Learning light field angular super-resolution via a geometry-aware networkAAAI2020
End-to-end light field spatial superresolution network using multiple epipolar geometryTIP2021
Lfnet: A novel bidirectional recurrent convolutional neural network for lightfield image super-resolutionTIP2018
Residual networks for light field image super-resolutionCVPR2019
Light field super-resolution by jointly exploiting internal and external similaritiesTCSVT2019
Intra-inter view interaction network for light field image super-resolutionTMM2023
Light field image super-resolution using deformable convolutionTIP2020
High-order residual network for light field super-resolutionAAAI2020
Light field superresolution via adaptive feature remixingTIP2021
Dense dual-attention network for light field image super-resolutionTCSVT2021
Cutmib: Boosting light field super-resolution via multi-view image blendingCVPR2023

Transformer Models

ModelVenueYear
DPTAAAI2022
Learning texture transformer network for light field super-resolutionCVMP2022
Light field image super-resolution based on raw data with transformersJOSA A2022
LFTSPL2022
EPITICCV2023
MATICIP2022