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- W4306176087 abstract "The task of Generic Event Boundary Detection (GEBD) aims to detect moments in videos that are naturally perceived by humans as generic and taxonomy-free event boundaries. Modeling the dynamically evolving temporal and spatial changes in a video makes GEBD a difficult problem to solve. Existing approaches involve very complex and sophisticated pipelines in terms of architectural design choices, hence creating a need for more straightforward and simplified approaches. In this work, we address this issue by revisiting a simple and effective self-supervised method and augment it with a differentiable motion feature learning module to tackle the spatial and temporal diversities in the GEBD task. We perform extensive experiments on the challenging Kinetics-GEBD and TAPOS datasets to demonstrate the efficacy of the proposed approach compared to the other self-supervised state-of-the-art methods. We also show that this simple self-supervised approach learns motion features without any explicit motion-specific pretext task." @default.
- W4306176087 created "2022-10-14" @default.
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- W4306176087 date "2022-10-11" @default.
- W4306176087 modified "2023-10-05" @default.
- W4306176087 title "Motion Aware Self-Supervision for Generic Event Boundary Detection" @default.
- W4306176087 doi "https://doi.org/10.48550/arxiv.2210.05574" @default.
- W4306176087 hasPublicationYear "2022" @default.
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