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This paper presents an approach for generating face animations from large unorganized image collections of the same person, by creating a graph with faces as nodes, and similarity as edges, and solving for walks and shortest paths on this graph.

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This paper propose the 'double attention block' to aggregate and propagate informative global features from the entire spatio-temporal space of input images/videos, enabling subsequent convolutional layers to access features from the entire space efficiently.

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