Skip to content

Latest commit

 

History

History
67 lines (51 loc) · 2.46 KB

README.md

File metadata and controls

67 lines (51 loc) · 2.46 KB
Raw

Pretrained Experts

This folder contains a collection of features, extracted from the MSVD [2] dataset as part of the paper: Use what you have: Video retrieval using representations from collaborative experts.

Training splits

The training splits were taken from prior work [3] and are given in the files linked below:

Tar contents

The compressed tar file (1.3GiB) can be downloaded from:

http:/www.robots.ox.ac.uk/~vgg/research/collaborative-experts/data/features-v2/MSVD-experts.tar.gz
sha1sum: 999ef6e34c9d9ffe15363ade90400741bae5cb34

A list of the contents of the tar file are given in tar_include.txt.

[Deprecated] The features made available with the previous code release are also available as a compressed tar file (2.1 GiB). These should be considered deprecated, since they are incompatible with the current codebase, but are still available and can be downloaded from:

deprecated features: http:/www.robots.ox.ac.uk/~vgg/research/collaborative-experts/data-deprecated/features/MSVD-experts.tar.gz
sha1sum: a3dc395eddd48527b01b4af7321e4fcee1386ee7

References:

[1] If you use these features, please consider citing:

@inproceedings{Liu2019a,
  author    = {Liu, Y. and Albanie, S. and Nagrani, A. and Zisserman, A.},
  booktitle = {British Machine Vision Conference},
  title     = {Use What You Have: Video retrieval using representations from collaborative experts},
  date      = {2019},
}

[2] Please also consider citing the original MSVD dataset, which was described in:

@inproceedings{chen2011collecting,
  title={Collecting highly parallel data for paraphrase evaluation},
  author={Chen, David L and Dolan, William B},
  booktitle={Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies-Volume 1},
  pages={190--200},
  year={2011},
  organization={Association for Computational Linguistics}
}

The train/val/test splits were also used in (and possibly produced by)

@inproceedings{venugopalan2015sequence,
  title={Sequence to sequence-video to text},
  author={Venugopalan, Subhashini and Rohrbach, Marcus and Donahue, Jeffrey and Mooney, Raymond and Darrell, Trevor and Saenko, Kate},
  booktitle={Proceedings of the IEEE international conference on computer vision},
  pages={4534--4542},
  year={2015}
}