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• W3147788509 abstract "We present a multiview pseudo-labeling approach to video learning, a novel framework that uses complementary views in the form of appearance and motion information for semi-supervised learning in video. The complementary views help obtain more reliable pseudo-labels on unlabeled video, to learn stronger video representations than from purely supervised data. Though our method capitalizes on multiple views, it nonetheless trains a model that is shared across appearance and motion input and thus, by design, incurs no additional computation overhead at inference time. On multiple video recognition datasets, our method substantially outperforms its supervised counterpart, and compares favorably to previous work on standard benchmarks in self-supervised video representation learning." @default.
• W3147788509 created "2021-04-13" @default.
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• W3147788509 date "2021-10-01" @default.
• W3147788509 modified "2023-10-16" @default.
• W3147788509 title "Multiview Pseudo-Labeling for Semi-supervised Learning from Video" @default.
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• W3147788509 doi "https://doi.org/10.1109/iccv48922.2021.00712" @default.
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