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${\text{CA}^{2}\text{ST}}$:在音频,空间和时间上的交叉注意力,用于整体视频识别

Jongseo Lee, Joohyun Chang, Dongho Lee

    IEEE transactions on pattern analysis and machine intelligence
    |November 4, 2025
    PubMed
    概括

    音频,空间和时间交叉注意 (CA2ST) 通过整合空间,时间和音频信息来增强视频识别. 这种基于变压器的方法通过协同的专家信息交换实现了平衡和整体的视频理解.

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    The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
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