Zero-Shot Action Detection

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

5 shown of 5 papers with code (6 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Scaling Open-Vocabulary Action Detection
  4 Apr 2025 1 repository listed
  In this work, we focus on scaling open-vocabulary action detection.
• Open-Vocabulary Action Localization with Iterative Visual Prompting
  30 Aug 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Video action localization aims to find the timings of specific actions from a long video.
• UnLoc: A Unified Framework for Video Localization Tasks
  21 Aug 2023 1 repository listed
  While large-scale image-text pretrained models such as CLIP have been used for multiple video-level tasks on trimmed videos, their use for temporal localization in untrimmed videos is still a relatively unexplored task.
• Zero-Shot Temporal Action Detection via Vision-Language Prompting
  17 Jul 2022 1 repository listed
  Such a novel design effectively eliminates the dependence between localization and classification by breaking the route for error propagation in-between.
• Prompting Visual-Language Models for Efficient Video Understanding
  8 Dec 2021 1 repository listed Syntology ran 3 of 9 samples · 6 unverified
  Image-based visual-language (I-VL) pre-training has shown great success for learning joint visual-textual representations from large-scale web data, revealing remarkable ability for zero-shot generalisation.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.