A Cyclic Consistency Motion Style Transfer Method Combined with Kinematic Constraints Article Swipe
Huaijun Wang
,
Dandan Du
,
Junhuai Li
,
Wenchao Ji
,
Lei Yu
·
YOU?
·
· 2021
· Open Access
·
· DOI: https://doi.org/10.1155/2021/5548614
YOU?
·
· 2021
· Open Access
·
· DOI: https://doi.org/10.1155/2021/5548614
Motion capture technology plays an important role in the production field of film and television, animation, etc. In order to reduce the cost of data acquisition and improve the reuse rate of motion capture data and the effect of movement style migration, the synthesis technology of motion capture data in human movement has become a research hotspot in this field. In this paper, kinematic constraints (KC) and cyclic consistency (CC) network are employed to study the methods of kinematic style migration. Firstly, cycle‐consistent adversarial network (CCycleGAN) is constructed, and the motion style migration network based on convolutional self‐encoder is used as a generator to establish the cyclic consistent constraint between the generated motion and the content motion, so as to improve the action consistency between the generated motion and the content motion and eliminate the lag phenomenon of the generated motion. Then, kinematic constraints are introduced to normalize the movement generation, so as to solve the problems such as jitter and sliding step in the movement style migration results. Experimental results show that the generated motion of the cyclic consistent style transfer method with kinematic constraints is more similar to the style of style motion, which improves the effect of motion style transfer.
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Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1155/2021/5548614
- https://downloads.hindawi.com/journals/js/2021/5548614.pdf
- OA Status
- hybrid
- Cited By
- 7
- References
- 34
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W3175887160
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W3175887160Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1155/2021/5548614Digital Object Identifier
- Title
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A Cyclic Consistency Motion Style Transfer Method Combined with Kinematic ConstraintsWork title
- Type
-
articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2021Year of publication
- Publication date
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2021-01-01Full publication date if available
- Authors
-
Huaijun Wang, Dandan Du, Junhuai Li, Wenchao Ji, Lei YuList of authors in order
- Landing page
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https://doi.org/10.1155/2021/5548614Publisher landing page
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https://downloads.hindawi.com/journals/js/2021/5548614.pdfDirect link to full text PDF
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YesWhether a free full text is available
- OA status
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hybridOpen access status per OpenAlex
- OA URL
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https://downloads.hindawi.com/journals/js/2021/5548614.pdfDirect OA link when available
- Concepts
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Kinematics, Consistency (knowledge bases), Motion (physics), Style (visual arts), Transfer (computing), Computer science, Artificial intelligence, Physics, Classical mechanics, Geography, Parallel computing, ArchaeologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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7Total citation count in OpenAlex
- Citations by year (recent)
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2025: 1, 2024: 3, 2023: 1, 2022: 1, 2021: 1Per-year citation counts (last 5 years)
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34Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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