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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Consistent Video Style Transfer via Compound Regularization

February 1, 2023

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Authors

Wenjing Wang

Peking University


Jizheng Xu

ByteDance Inc.


Li Zhang

ByteDance Inc.


Yue Wang

ByteDance Inc.


Jiaying Liu

Peking University


DOI:

10.1609/aaai.v34i07.6905


Abstract:

Recently, neural style transfer has drawn many attentions and significant progresses have been made, especially for image style transfer. However, flexible and consistent style transfer for videos remains a challenging problem. Existing training strategies, either using a significant amount of video data with optical flows or introducing single-frame regularizers, have limited performance on real videos. In this paper, we propose a novel interpretation of temporal consistency, based on which we analyze the drawbacks of existing training strategies; and then derive a new compound regularization. Experimental results show that the proposed regularization can better balance the spatial and temporal performance, which supports our modeling. Combining with the new cost formula, we design a zero-shot video style transfer framework. Moreover, for better feature migration, we introduce a new module to dynamically adjust inter-channel distributions. Quantitative and qualitative results demonstrate the superiority of our method over other state-of-the-art style transfer methods. Our project is publicly available at: https://daooshee.github.io/CompoundVST/.

Topics: AAAI

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HOW TO CITE:

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu Consistent Video Style Transfer via Compound Regularization Proceedings of the AAAI Conference on Artificial Intelligence (2020) 12233-12240.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu Consistent Video Style Transfer via Compound Regularization AAAI 2020, 12233-12240.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu (2020). Consistent Video Style Transfer via Compound Regularization. Proceedings of the AAAI Conference on Artificial Intelligence, 12233-12240.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu. Consistent Video Style Transfer via Compound Regularization. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.12233-12240.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu. 2020. Consistent Video Style Transfer via Compound Regularization. "Proceedings of the AAAI Conference on Artificial Intelligence". 12233-12240.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu. (2020) "Consistent Video Style Transfer via Compound Regularization", Proceedings of the AAAI Conference on Artificial Intelligence, p.12233-12240

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu, "Consistent Video Style Transfer via Compound Regularization", AAAI, p.12233-12240, 2020.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu. "Consistent Video Style Transfer via Compound Regularization". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.12233-12240.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu. "Consistent Video Style Transfer via Compound Regularization". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 12233-12240.

Wenjing Wang||Jizheng Xu||Li Zhang||Yue Wang||Jiaying Liu. Consistent Video Style Transfer via Compound Regularization. AAAI[Internet]. 2020[cited 2023]; 12233-12240.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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