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A Collection of Papers and Datasets for Light Field Image Super-Resolution

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With recent advances in camera manufacturing, light field (LF) imaging technology becomes increasingly popular and is commonly used in various applications such as mobile phones, biological microscope, VR/AR etc. Since both intensity and directions of light rays are recorded by LF cameras, the resolution of LF images can be enhanced by using these additional angular information. LF image super-resolution (SR), also known as LF spatial SR, aims at reconstructing high-resolution (HR) LF images from their low-resolution (LR) counterparts. In this repository, we present a collection of papers on LF image SR, together with their codes and repos.

Note: This repository will be updated on a regular basis, so stay tuned~~🎉🎉🎉

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Methods from 2012 to 2022:


Acronym Publication Official Repo
The light field camera: extended depth of field, aliasing, and superresolution, TPAMI, 2012. --
-- Spatial and angular vriational super-resolution of 4D light fields, ECCV 2012. --
-- Variational light field analysis for disparity estimation and super-resolution, TPAMI 2013. --
LFCNN Learning a deep convolutional network for light-field image super-resolution, ICCVW 2015; Light field image super-resolution using convolutional neural network, SPL 2017 youngjinYoon/
SPL_LF_SR
PCA_rr Super resolution of light field images using linear subspace projection of patch-volumes, JSTSP 2017 --
LFSR_Gul Spatial and angular resolution enhancement of light fields using convolutional neural networks, TIP 2018 --
GB Light field super-resolution via graph-based regularization, TIP 2018 rossimattia/
light-field-super-resolution
LFNet LFNet: A Novel Bidirectional Recurrent Convolutional Neural Network for Light-Field Image Super-Resolution, TIP 2018 wylcasia/LFNet
LRP Light field super-resolution using a low-rank prior and deep convolutional neural networks, TPAMI 2018 --
LFBM5D Light field super-resolution via LFBM5D sparse coding, ICIP 2018 V-Sense/
LFBM5D
LF-DCNN Light-field image superresolution using a combined deep CNN based on EPI, SPL 2018. --
LFSSR-SAS Light field spatial super-resolution using deep efficient spatial-angular separable convolution, TIP 2018 jingjin25/
LFSSR-SAS-PyTorch
EPGB Light field super-resolution using edge-preserved graph-based regularization, TMM 2019. --
LF-FusNet Light field super-resolution by jointly exploiting internal and external similarities, TCSVT 2019. Joechann0831/
LFSR-FusNet
--- An epipolar volume autoencoder with adversarial loss for deep light field super-resolution, CVPRW 2019 MinchenZKN/
LFSR
resLF Residual networks for light field image super-resolution, CVPR 2019 shuozh/resLF
HDDRNet High-dimensional dense residual convolutional neural network for light field reconstruction, TPAMI 2019 monaen/
LightFieldReconstruction
LF-InterNet Spatial-angular interaction for light field image super-resolution, ECCV 2020 YingqianWang/
LF-InterNet
LF-ATO Light field spatial super-resolution via deep combinatorial geometry embedding and structural consistency regularization, CVPR 2020 jingjin25/
LFSSR-ATO
LFDCSR Deep selective combinatorial embedding and consistency regularization for light field super-resolution, arxiv 2020 --
LF-DFnet Light field image super-resolution using deformable convolution, TIP 2020 YingqianWang/
LF-DFnet
LF-ZSSR Light field super-resolution with zero-shot learning, CVPR 2021 Joechann0831/
LFZSSR
LFSR-AFR Light field super-resolution via adaptive feature remixing, TIP 2021. keunsoo-ko/
LFSR-AFR
MEG-Net End-to-end light field spatial super-resolution network using multiple epipolar geometry, TIP 2021. shuozh/MEG-Net
DDAN Dense dual-attention network for light field image super-resolution, TCSVT 2021. --
LF-IINet Intra-inter view interaction network for light field image super-resolution, TMM 2021. GaoshengLiu/
LF-IINet
-- Cooperative Light-Field Image Super-Resolution based on Multi-Modality Embedding and Fusion with Frequency Attention, SPL 2021. --
DKNet Texture-enhanced Light Field Super-resolution with Spatio-Angular Decomposition Kernels, TIM 2022. huzexi/DKNet
DPT Detail-Preserving Transformer for Light Field Image Super-Resolution, AAAI 2022. BITszwang/DPT
LFT Light field image super-resolution with Transformers, SPL 2022. ZhengyuLiang24/LFT
DistgSSR Disentangling Light Fields for Super-Resolution and Disparity Estimation, TPAMI 2022. YingqianWang/DistgSSR
LF-DAnet Learning a Degradation-Adaptive Network for Light Field Image Super-Resolution, arXiv 2022. YingqianWang/LF-DAnet

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