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Prepare SceneFlow dataset

Scene Flow Datasets is available at the Scene Flow official website. Please download the following parts of FlyingThings3D, Driving, Monkaa and place it in the datasets/sceneflow directory.

  • RGB images (finalpass)
  • RGB images (cleanpass)
  • Disparity

And for FlyingThings3D subset, you need to download the following parts:

  • RGB images (cleanpass)
  • Disparity
  • Disparity Occlusions

The directory structure should be as follows:

data
|   SceneFlow
|   β”œβ”€β”€ Driving
|   |   β”œβ”€β”€ frames_finalpass
|   |   β”œβ”€β”€ frames_cleanpass
|   |   β”œβ”€β”€ disparity
...
|   β”œβ”€β”€ Monkaa
|   |   β”œβ”€β”€ frames_finalpass
|   |   β”œβ”€β”€ frames_cleanpass
|   |   β”œβ”€β”€ disparity
...
|   β”œβ”€β”€ FlyingThings3D
|   |   β”œβ”€β”€ frames_finalpass
|   |   β”œβ”€β”€ frames_cleanpass
|   |   β”œβ”€β”€ disparity
...
|   β”œβ”€β”€ FlyingThings3D_subset
|   |   β”œβ”€β”€ train
|   |   |   β”œβ”€β”€ frames_cleanpass
|   |   |   β”œβ”€β”€ disparity
|   |   |   β”œβ”€β”€ disparity_occlusions
|   |   β”œβ”€β”€ test
|   |   |   β”œβ”€β”€ frames_cleanpass
|   |   |   β”œβ”€β”€ disparity
|   |   |   β”œβ”€β”€ disparity_occlusions

Optionally you can write your own txt file and use all the parts of the dataset.

Reference

@inproceedings{mayer2016large,
  title={A large dataset to train convolutional networks for disparity, optical flow, and scene flow estimation},
  author={Mayer, Nikolaus and Ilg, Eddy and Hausser, Philip and Fischer, Philipp and Cremers, Daniel and Dosovitskiy, Alexey and Brox, Thomas},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
  pages={4040--4048},
  year={2016}
}