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• W4285591283 abstract "Video frame interpolation (VFI) is of great importance for many video applications, yet it is still challenging even in the era of deep learning. Some existing VFI models directly exploit existing lightweight network frameworks, thus making synthesized in-between frames blurry and creating artifacts due to imprecise motion representation. The other existing VFI models typically depend on heavy model architectures with a large number of parameters, preventing them from being deployed on small terminals. To address these issues, we propose a local lightweight VFI network ( L 2 BEC 2 ) that leverages bidirectional encoding structure with channel attention cascade. Specifically, we improve visual quality by introducing a forward and backward encoding structure with channel attention cascade to better characterize motion information. Furthermore, we introduce a local lightweight strategy into the state-of-the-art Adaptive Collaboration of Flows (AdaCoF) model to simplify its model parameters. Compared with the original AdaCoF model, the proposed L 2 BEC 2 obtains performance gain at the cost of only one-third of the number of parameters and performs favorably against the state-of-the-art works on public datasets. Our source code is available at https://github.com/Pumpkin123709/LBEC.git ." @default.
• W4285591283 created "2022-07-16" @default.
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• W4285591283 date "2023-02-06" @default.
• W4285591283 modified "2023-10-07" @default.
• W4285591283 title "<i> L ² BEC ² </i> : Local Lightweight Bidirectional Encoding and Channel Attention Cascade for Video Frame Interpolation" @default.
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• W4285591283 doi "https://doi.org/10.1145/3547660" @default.
• W4285591283 hasPublicationYear "2023" @default.
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