Survey of action labeling over time in video
Survey of action labeling over time in video
Temporal Action Segmentation: An Analysis of Modern Technique
arXiv paper abstract https://arxiv.org/abs/2210.10352
arXiv PDF paper https://arxiv.org/pdf/2210.10352.pdf
Project page https://github.com/atlas-eccv22/awesome-temporal-action-segmentation
Temporal action segmentation from videos aims at the dense labeling of video frames with multiple action classes in minutes-long videos.
Categorized as a long-range video understanding task, researchers have proposed an extended collection of methods and examined their performance using various benchmarks.
… in this survey … analyse and summarize the main contributions and trends for this task.
… first examine the task definition, common benchmarks, types of supervision, and popular evaluation measures.
… systematically investigate two fundamental aspects of this topic, i.e., frame representation and temporal modeling, which are widely and extensively studied in the literature.
… then comprehensively review existing temporal action segmentation works, each categorized by their form of supervision …
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