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Motion style transfer is a common method for enriching character animation. Motion style transfer algorithms are often designed for offline settings where motions are processed in segments. However, for online animation applications, such…

Computer Vision and Pattern Recognition · Computer Science 2022-03-30 Tianxin Tao , Xiaohang Zhan , Zhongquan Chen , Michiel van de Panne

Real-time in-between motion generation is universally required in games and highly desirable in existing animation pipelines. Its core challenge lies in the need to satisfy three critical conditions simultaneously: quality, controllability…

Graphics · Computer Science 2022-05-06 Xiangjun Tang , He Wang , Bo Hu , Xu Gong , Ruifan Yi , Qilong Kou , Xiaogang Jin

Controlling the manner in which a character moves in a real-time animation system is a challenging task with useful applications. Existing style transfer systems require access to a reference content motion clip, however, in real-time…

Graphics · Computer Science 2022-01-13 Ian Mason , Sebastian Starke , Taku Komura

Training a feed-forward network for fast neural style transfer of images is proven to be successful. However, the naive extension to process video frame by frame is prone to producing flickering results. We propose the first end-to-end…

Computer Vision and Pattern Recognition · Computer Science 2017-03-29 Dongdong Chen , Jing Liao , Lu Yuan , Nenghai Yu , Gang Hua

Motion style transfer changes the style of a motion while retaining its content and is useful in computer animations and games. Contact is an essential component of motion style transfer that should be controlled explicitly in order to…

Computer Vision and Pattern Recognition · Computer Science 2024-09-10 Xiangjun Tang , Linjun Wu , He Wang , Yiqian Wu , Bo Hu , Songnan Li , Xu Gong , Yuchen Liao , Qilong Kou , Xiaogang Jin

Styled motion in-betweening is crucial for computer animation and gaming. However, existing methods typically encode motion styles by modeling whole-body motions, often overlooking the representation of individual body parts. This…

Computer Vision and Pattern Recognition · Computer Science 2025-08-14 Minyue Dai , Ke Fan , Bin Ji , Haoran Xu , Haoyu Zhao , Junting Dong , Jingbo Wang , Bo Dai

Styled online in-between motion generation has important application scenarios in computer animation and games. Its core challenge lies in the need to satisfy four critical requirements simultaneously: generation speed, motion quality,…

Computer Vision and Pattern Recognition · Computer Science 2023-06-22 Xiangjun Tang , Linjun Wu , He Wang , Bo Hu , Xu Gong , Yuchen Liao , Songnan Li , Qilong Kou , Xiaogang Jin

In this work, we proposed a new style-diverse dataset for the domain of motion style transfer. The motion dataset uses an industrial-standard human bone structure and thus is industry-ready to be plugged into 3D characters for many…

Computer Vision and Pattern Recognition · Computer Science 2023-07-11 Makito Kobayashi , Chen-Chieh Liao , Keito Inoue , Sentaro Yojima , Masafumi Takahashi

Artistic text style transfer is the task of migrating the style from a source image to the target text to create artistic typography. Recent style transfer methods have considered texture control to enhance usability. However, controlling…

Computer Vision and Pattern Recognition · Computer Science 2019-08-13 Shuai Yang , Zhangyang Wang , Zhaowen Wang , Ning Xu , Jiaying Liu , Zongming Guo

In the past, manually re-drawing an image in a certain artistic style required a professional artist and a long time. Doing this for a video sequence single-handed was beyond imagination. Nowadays computers provide new possibilities. We…

Computer Vision and Pattern Recognition · Computer Science 2016-10-21 Manuel Ruder , Alexey Dosovitskiy , Thomas Brox

Neural Style Transfer (NST) research has been applied to images, videos, 3D meshes and radiance fields, but its application to 3D computer games remains relatively unexplored. Whilst image and video NST systems can be used as a…

Computer Vision and Pattern Recognition · Computer Science 2023-11-27 Eleftherios Ioannou , Steve Maddock

Transferring the style from one image onto another is a popular and widely studied task in computer vision. Yet, style transfer in the 3D setting remains a largely unexplored problem. To our knowledge, we propose the first learning-based…

Computer Vision and Pattern Recognition · Computer Science 2021-05-19 Mattia Segu , Margarita Grinvald , Roland Siegwart , Federico Tombari

Transferring the motion style from one animation clip to another, while preserving the motion content of the latter, has been a long-standing problem in character animation. Most existing data-driven approaches are supervised and rely on…

Graphics · Computer Science 2020-05-13 Kfir Aberman , Yijia Weng , Dani Lischinski , Daniel Cohen-Or , Baoquan Chen

Style transfer is a problem of rendering a content image in the style of another style image. A natural and common practical task in applications of style transfer is to adjust the strength of stylization. Algorithm of Gatys et al. (2016)…

Computer Vision and Pattern Recognition · Computer Science 2019-04-19 Victor Kitov

Generating diverse and natural human motion is one of the long-standing goals for creating intelligent characters in the animated world. In this paper, we propose a self-supervised method for generating long-range, diverse and plausible…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Jingwei Xu , Huazhe Xu , Bingbing Ni , Xiaokang Yang , Xiaolong Wang , Trevor Darrell

Our animation studio has developed a practical style transfer pipeline for creating stylized 3D animation, which is suitable for complex real-world production. This paper presents the insights from our development process, where we explored…

Graphics · Computer Science 2024-11-01 Hideki Todo , Yuki Koyama , Kunihiro Sakai , Akihiro Komiya , Jun Kato

Artistic style transfer is the problem of synthesizing an image with content similar to a given image and style similar to another. Although recent feed-forward neural networks can generate stylized images in real-time, these models produce…

Computer Vision and Pattern Recognition · Computer Science 2018-11-22 Mohammad Babaeizadeh , Golnaz Ghiasi

The idea of style transfer has largely only been explored in image-based tasks, which we attribute in part to the specific nature of loss functions used for style transfer. We propose a general formulation of style transfer as an extension…

Machine Learning · Computer Science 2017-05-09 Muthuraman Chidambaram , Yanjun Qi

We propose a new method for realistic human motion transfer using a generative adversarial network (GAN), which generates a motion video of a target character imitating actions of a source character, while maintaining high authenticity of…

Graphics · Computer Science 2023-05-09 Yang-Tian Sun , Qian-Cheng Fu , Yue-Ren Jiang , Zitao Liu , Yu-Kun Lai , Hongbo Fu , Lin Gao

Manually re-drawing an image in a certain artistic style takes a professional artist a long time. Doing this for a video sequence single-handedly is beyond imagination. We present two computational approaches that transfer the style from…

Computer Vision and Pattern Recognition · Computer Science 2018-08-07 Manuel Ruder , Alexey Dosovitskiy , Thomas Brox
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