donglaiw / AoT_Dataset

CVPR18: Learning and Using the Arrow of Time

AOT_Dataset

[project page] [Torch code for T-CAM model]

Tools and datasets collected for the CVPR 18 paper

D. Wei, J. Lim, A. Zisserman, W. Freeman. "Learning and Using the Arrow of Time." in CVPR 2018.

Repo Progress

• data_ReverseFilm
• data_MJPEG-AoT
• data_TA180
• tool_crawl
• [] data_Flickr-AoT
• [] data_Kinetics-AoT
• [] tool_process

Datasets

We select clips whose camera motion can be well-stabilized.

Dataset	#Clips	Description
MJPEG-AoT (new)	16.9k	overlapped with the Vimeo-90K dataset
ReverseFilm (new)	67	movie clips using the reverse motion filming technique
TA180	165	subset of the previous TA180 dataset
Kinetics-AoT	57k	subset of the Kinetics dataset
Flickr-AoT	147k	subset of the Flickr-100M + Extra Flickr dataset

Tools

Name	Usage
crawl	crawling Vimeo urls by query and user names
process	scene detection and camera stabilization
util	utility function

Citation

Please cite our paper if you find it useful for your work:

@inproceedings{wei2018learning,
  title={Learning and Using the Arrow of Time},
  author={Wei, Donglai and Lim, Joseph J and Zisserman, Andrew and Freeman, William T},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  pages={8052--8060},
  year={2018}
}