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• W2963544488 abstract "We propose a novel recurrent encoder-decoder network model for real-time video-based face alignment. Our proposed model predicts 2D facial point maps regularized by a regression loss, while uniquely exploiting recurrent learning at both spatial and temporal dimensions. At the spatial level, we add a feedback loop connection between the combined output response map and the input, in order to enable iterative coarse-to-fine face alignment using a single network model. At the temporal level, we first decouple the features in the bottleneck of the network into temporal-variant factors, such as pose and expression, and temporal-invariant factors, such as identity information. Temporal recurrent learning is then applied to the decoupled temporal-variant features, yielding better generalization and significantly more accurate results at test time. We perform a comprehensive experimental analysis, showing the importance of each component of our proposed model, as well as superior results over the state-of-the-art in standard datasets." @default.
• W2963544488 created "2019-07-30" @default.
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• W2963544488 date "2016-01-01" @default.
• W2963544488 modified "2023-10-03" @default.
• W2963544488 title "A Recurrent Encoder-Decoder Network for Sequential Face Alignment" @default.
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• W2963544488 doi "https://doi.org/10.1007/978-3-319-46448-0_3" @default.
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