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2023年4月27日 · Abstract: This paper introduces a novel approach to Social Group Activity Recognition (SoGAR) using Self-supervised Transformers network that can effectively utilize unlabeled video data. To extract spatio-temporal information, we created local and global views with varying frame rates.

The proposed SoGAR method differs from the previous methods by leveraging the correspondences from spatio-temporal features which enables the learning of long-range dependencies in both space and time domains. To facilitate this, we introduce a novel self-supervised learning strategy that does temporal collaborative learning and spatiotemporal

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The full SuGaR pipeline consists of 4 main steps, and an optional one: Short vanilla 3DGS optimization: optimizing a vanilla 3D Gaussian Splatting model for 7k iterations, in order to let Gaussians position themselves in the scene. SuGaR optimization: optimizing Gaussians alignment with the surface of the scene.

2024年11月18日 · This paper introduces a novel approach to Social Group Activity Recognition (SoGAR) using Self-supervised Transformers network that can effectively utilize unlabeled video data. To extract spatio-temporal information, we create …

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2023年4月26日 · This paper introduces a novel approach to Social Group Activity Recognition (SoGAR) using Self-supervised Transformers network that can effectively utilize unlabeled video data.

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2023年8月16日 · What Is Sugar Paper? Sugar paper, also known as construction paper, is a type of colored cardstock paper used in various paper crafting projects. Perhaps we should back up a bit and explain what cardstock paper is.