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Weakly Supervised Action Segmentation (Action Set))

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Towards Weakly Supervised End-to-end Learning for Long-video Action Recognition

2023-11-28 · Jiaming Zhou, Hanjun Li, Kun-Yu Lin, Junwei Liang

Developing end-to-end action recognition models on long videos is fundamental and crucial for long-video action understanding. Due to the unaffordable cost of end-to-end training on the whole long videos, existing works …

Action ClassificationAction RecognitionAction SegmentationAction Understanding+5

Set-Supervised Action Learning in Procedural Task Videos via Pairwise Order Consistency

2022-01-01 · CVPR 2022 1 · Zijia Lu, Ehsan Elhamifar

We address the problem of set-supervised action learning, whose goal is to learn an action segmentation model using weak supervision in the form of sets of actions occurring in training videos. Our key observation is…

Action LocalizationAction SegmentationPseudo LabelWeakly Supervised Action Segmentation (Action Set))