Temporal action segmentation: An analysis of modern techniques

G Ding, F Sener, A Yao - IEEE Transactions on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Temporal action segmentation (TAS) in videos aims at densely identifying video frames in
minutes-long videos with multiple action classes. As a long-range video understanding task …

Deep learning-based action detection in untrimmed videos: A survey

E Vahdani, Y Tian - IEEE Transactions on Pattern Analysis and …, 2022 - ieeexplore.ieee.org
Understanding human behavior and activity facilitates advancement of numerous real-world
applications, and is critical for video analysis. Despite the progress of action recognition …

Video understanding with large language models: A survey

Y Tang, J Bi, S Xu, L Song, S Liang, T Wang… - arxiv preprint arxiv …, 2023 - arxiv.org
With the burgeoning growth of online video platforms and the escalating volume of video
content, the demand for proficient video understanding tools has intensified markedly. Given …

Relaxed transformer decoders for direct action proposal generation

J Tan, J Tang, L Wang, G Wu - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Temporal action proposal generation is an important and challenging task in video
understanding, which aims at detecting all temporal segments containing action instances of …