HACS Temporal Action Localization Challenge 2021 Kickoff

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Zhicheng Yan

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Apr 28, 2021, 8:35:14 PM4/28/21
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Dear HACS participants,

We would like to announce the 3rd installment of the HACS Temporal Action Localization Challenge hosted by International Challenge on Activity Recognition Workshop at CVPR 2021. Since the inception of HACS Challenge at ICCV 2019, we have seen a solid progress in the participation (i.e. from 21 to 53 submissions) and the action localization accuracy (i.e. from 16.1% to 40.5% mAP). We strive to make the challenge more impactful and encourage the community to push the limits of action localization in untrimmed videos in the wild.

Tracks

This year, the HACS Challenge will be only using the HACS Segments dataset, and include two tracks below.

  • Track 1: Fully-supervised Learning Track

    • Participants will use HACS Segments, a video dataset carefully annotated with a complete set of temporal action segments for the temporal action localization task. Each video can contain multiple action segments. The task is to localize these action segments by predicting the start and end times of each action as well as the action label. The protocol of this track is the same as that of last year.

  • Track 2: Weakly Supervised Learning Track

    • Participants will use HACS Segments dataset, but are NOT allowed to use the annotations of the start and end time of action segments. They can still use the class labels of all action segments in the video. Participants are encouraged to explore a weakly-supervised training procedure to learn action localization models. Note the protocol is different from that of last year. We no longer allow participants to use HACS Clips dataset as well as the annotations of the start and end time of action segments in HACS Segments dataset.


For more details on the dataset, evaluation protocol, toolkits and results from previous years, please check the Challenge website and the Github.


Important Dates
  • April 5, 2021: Challenge is announced, Train/Val/Test sets are made available.

  • May 1, 2021: Evaluation server opened.

  • June 12, 2021: Evaluation server closed.

  • June 14, 2021: Deadline for submitting the report.

  • June 19, 2021: Challenge workshop at CVPR 2021.


Discussions

For all discussions related to the HACS challenge, please post them in the ActivityNet Google group. We are looking forward to your participation and are committed to delivering a smooth experience to you.

Sponsorship

We still have a few openings for the sponsorship. All funds will be used to reward the participants based on the results of their submissions.  If you are interested, please check the HACS Sponsor Package and contact Hang Zhao to become a sponsor!


Thanks

HACS Team


Screen Shot 2021-04-28 at 5.33.52 PM.png

Yuanhao Zhai

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May 2, 2021, 11:10:45 PM5/2/21
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Hi HACS Team,

Could you please post the evaluation website for HACS? It seems the submission entry on http://activity-net.org/challenges/2021/evaluation.html is only for ActivityNet?

Hang Zhao

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May 3, 2021, 2:38:52 PM5/3/21
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Sorry for the delay, we have just opened our evaluation server. Let us know if you have any further issues. Thanks!

Cheers,
Hang
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