This implement contain some light field depth estimation method.
Run main.m
(This software is tested using Matlab 2016a with Windows 10 64bit environment)
data_type= 1 New benchmark dataset
Honauer, Katrin, Ole Johannsen, Daniel Kondermann and Bastian Goldluecke. A Dataset and Evaluation Methodology for Depth Estimation on 4D Light Fields[C]// Asian Conference on Computer Vision. Springer, Cham, 2016: 19-34.
data_type = 2 Old benchmark dataset
Wanner, Sven, Stephan Meister and Bastian Goldluecke. Datasets and Benchmarks for Dens-ely Sampled 4D Light Fields [C] // Proceedings of the 18th International Workshop on Vision, Modeling and Visualization. Lugamo Switzerland: The Eurographics Association, 2013: 225-226.
algo_idx = 1 CAE
Robust Light Field Depth Estimation for Noisy Scene with Occlusion, CVPR 2016
Robust Light Field Depth Estimation using Occlusion-Noise Aware Data Costs, PAMI 2017
2 SPO Code written by me
Shuo Zhang, Hao Sheng, Chao Li, Jun Zhang and Zhang Xiong.
Robust depth estimation for light field via spinning parallelogram operator,
Computer Vision and Image Understanding, 2016, 145(C), 148-159
3 IGF Code written by me
Sheng, Hao, et al. "Geometric occlusion analysis in depth estimation using integral guided filter for light-field image." IEEE Transactions on Image Processing 26.12 (2017): 5758-5771.
4 LF_PAC Code written by me
Guo Zhenghua, Junlong Wu, Xianfeng Chen, Shuai Ma, Licheng Zhu, Ping Yang and Bing Xu. Accurate Light Field Depth Estimation Using Multi-Orientation Partial Angular Coherence[J]// IEEE Access 7 2019: 169123-169132.
5 MBM Code written by me
Shuo Zhang, Hao Sheng, Da Yang, Jun Zhang and Zhang Xiong,
Micro-lens-based Matching for Scene Recovery in Lenslet Cameras,
IEEE Transactions on Image Processing, 2018, 27(3), 1060-1075
6 POBR
J. Chen, J. Hou, Y. Ni, and L.-P. Chau, Accurate light field depth estimation with superpixel regularization over partially occluded regions. IEEE Transactions on Image Processing.
7 LF
Accurate Depth Map Estimation from a Lenslet Light Field Camera, CVPR 2015
8 LF_DC
Michael W. Tao, Sunil Hadap, Jitendra Malik, and Ravi Ramamoorthi. Depth
from Combining Defocus and Correspondence Using Light-Field Cameras. In Proceedings of International Conference on Computer Vision (ICCV), 2013.
9 LF_OCC
Ting-Chun Wang, Alexei A. Efros, and Ravi Ramamoorthi.
Occlusion-aware depth estimation using light-field cameras.
In Proceedings of International Conference on Computer Vision (ICCV), 2015.
This package also includes part of following softwares gco-v3.0: Multi-label optimization (http://vision.csd.uwo.ca/code/) Fast cost volume filtering: (https://www.ims.tuwien.ac.at/publications/tuw-210567) Fast weighted median filter: (http://www.cse.cuhk.edu.hk/~leojia/projects/fastwmedian/index.htm)