DeeperAction Workshop @ ICCV2021

Challenge and Workshop on Localized and Detailed Understanding of Human Actions in Videos
Monday 11th October 2021

Deeper Understanding of Human Actions Track 1: RefineAction Track 2: MultiSports Track 3: Kinetics-TPS


  • 2021-06-01
  • 2021-05-26
    • Paper on FineAction (dataset for Track 1) can now be found here.
    • Paper on MultiSports (dataset for Track 2) can now be found here.

Attending the Workshop

ICCV will once again be virtual this year and the workshop will be held on Monday 11th October 2021 as a half day event. More information about attending the workshop is coming soon.

Aims and Scope

DeeperAction aims to advance the area of human action understanding with a shift from traditional action recognition to deeper understanding tasks of action, with a focus on localized and detailed understanding of human action from videos in the wild. Specifically, we benchmark three related tasks on localized and detailed action understanding by introducing newly-annotated and high-quality datasets, and organize the action understanding challenge on these benchmarks.

Temporal action Localization

Detecting all segments of containing actions of interest and recognizing their categories from a long video sequence.

Spatio-temporal action detection

Localizing all action instances with spatio-temporal tubes and recognizing their labels from untrimmed and multi-person videos.

Part-level action parsing

Decomposing the action instance into a human part graph and detecting action labels for all human parts an as well the whole human.