In this repository, we present a collection of papers and datasets on LF image SR, together with their codes and repos.
| Name | links | Comments |
|---|---|---|
| HCI benchmark | website & paper | online benchmark, 24 synthetic scenes, groundtruth disparity |
| EPFL | website & paper | Lytro |
| Model | Published | Codes | Keywords | Better Performance than |
|---|---|---|---|---|
| GMM | CVPRW2012 | -- | pioneering work, Gaussian mixture model | -- |
| Wanner et al. | ECCV2012 & TPAMI2013 | -- | pioneering work, variational model | -- |
| LFCNN | ICCVW2015 & SPL2017 | TensorFlow | first CNN-based method | GMM, Wanner et al. |
| PCA_rr | JSTSP2017 | -- | linear subspace projection | LFCNN, SRCNN, ANR, NCSR |
| LFSR_Gul | TIP2018 | -- | CNN | LFCNN, DRRN |
| GB | MMSP2017 & TIP2018 | Matlab | graph-based regularization | Wanner et al., GMM, SRCNN |
| LFNet | TIP2018 | Theano | bidirectional recurrent CNN | LFCNN, FSRCNN, VDSR, BRCN, DRRN |
| LFBM5D | ICIP2018 | Matlab/C++ | entend SR-BM3D to LFs | PCA_rr, SR-BM3D |
| LF-DCNN | SPL2018 | -- | EDSR + EPI enhancement | LFCNN, GB, EDSR |
| LFSSR | TIP2018 | MatConvNet | spatial-angular separable convolution | LFCNN, PCA_rr, GB, VDSR, LapSRN |
| EPGB | TMM2019 | -- | edge-preserved graph-based regularization | LFNet, GB, SRCNN |
| LRP | TPAMI2019 | -- | low-rank prior, deep CNN | LFCNN, PCA_rr, VDSR |
| LF-FusNet | ICIP2017 & TCSVT2019 | Caffe | internal and external similarity | PCA_rr, LFNet, GB, VDSR |
| resLF | CVPR2019 | PyTorch | multi-branch inputs, residual blocks | LFNet, GB, EDSR |
| HDDRNet | TPAMI2019 & AAAI2020 | TensorFlow | 4D convolution, dense residual connection | LFCNN, PCA_rr, LFNet, resLF, VDSR, MSLapSRN, RDN, ESPCN, DUF |
| Jin et al. | CVPR2020 | -- | combinatorial geometry embedding, structural consistency regularization | PCA_rr, LFNet, GB, resLF, EDSR |
| LF-InterNet | arXiv2020 | PyTorch | spatial-angular interaction | LFBM5D, GB, LFNet, LFSSR, resLF, VDSR, EDSR, RCAN, SAN, SRGAN, ESRGAN |