Binocular-Focal-Stack

Download Dataset

This repository contains the binocular focal stack dataset in the paper: Deep eyes: Joint depth inference using monocular and binocular cues. The dataset is generated based on FlyingThings3D.

Data Layout

binocular_focal_stack_clean/
    train/                                                # Training scenes
        [scene_id]_[focal_slice_id]_[L/R]_image.png           # Image for a focal slice
    test/                                                 # Testing scenes (same layout as ./train/)
binocular_focal_stack_noise/
    train/                                                # Training scenes
        [scene_id]_[focal_slice_id]_[L/R]_image.png           # Image for a focal slice, with Poisson noise added
    test/                                                 # Testing scenes (same layout as ./train/)
color_depth_pair/
    train/                                                # Training scenes
        [scene_id]_color_[L/R].png                            # All-focus color image
        [scene_id]_depth_[L/R].png                            # GT disparity image
    test/                                                 # Testing scenes (same layout as ./train/)

For the disparity images, an intensity of 255 corresponds to a disparity of 100 pixels.

Citation

If you find our dataset or paper useful, please consider citing:

@article{chen2020deep,
  title={Deep eyes: Joint depth inference using monocular and binocular cues},
  author={Chen, Zhang and Guo, Xinqing and Li, Siyuan and Yang, Yang and Yu, Jingyi},
  journal={Neurocomputing},
  year={2020},
  publisher={Elsevier}
}