Wakey-Wakey: Animate Text by Mimicking Characters in a GIF
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Abstract (arXiv)
With appealing visual effects, kinetic typography (animated text) has prevailed in movies, advertisements, and social media. However, it remains challenging and time-consuming to craft its animation scheme. We propose an automatic framework to transfer the animation scheme of a rigid body on a given meme GIF to text in vector format. First, the trajectories of key points on the GIF anchor are extracted and mapped to the text's control points based on local affine transformation. Then the temporal positions of the control points are optimized to maintain the text topology. We also develop an authoring tool that allows intuitive human control in the generation process. A questionnaire study provides evidence that the output results are aesthetically pleasing and well preserve the animation patterns in the original GIF, where participants were impressed by a similar emotional semantics of the original GIF. In addition, we evaluate the utility and effectiveness of our approach through a workshop with general users and designers.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 1 Aug 2023.
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Citing papers per year: 2024: 5; 2025: 1; 2026: 1.
7 papers.
- 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualizationcited by 39
- 2024From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systemscited by 16
- 2024Dynamic Typography: Bringing Text to Life via Video Diffusion Priorcited by 12
- 2024Kinetic Typography Diffusion Modelcited by 9
- 2024Intelligent Artistic Typography: A Comprehensive Review of Artistic Text Design and Generationcited by 9
- 2026OmniLottie: Generating Vector Animations via Parameterized Lottie Tokenscited by 3
- 2025MG-Gen: Single Image to Motion Graphics Generationcited by 0
- 2026OmniLottie: Generating Vector Animations via Parameterized Lottie Tokens2 Mar 2026
- 2025MG-Gen: Single Image to Motion Graphics Generation3 Apr 2025
- 2024From Data to Story: Towards Automatic Animated Data Video Creation with LLM-based Multi-Agent Systems7 Aug 2024
- 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualization3 Aug 2024
- 2024Intelligent Artistic Typography: A Comprehensive Review of Artistic Text Design and Generation20 Jul 2024
- 2024Kinetic Typography Diffusion Model15 Jul 2024
- 2024Dynamic Typography: Bringing Text to Life via Video Diffusion Prior17 Apr 2024