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The Emergence of Diffusion Models in AI
The use of diffusion models has led to the creation of high-quality images and compelling videos. These models can generate realistic and dynamic portrait animations from audio inputs and static images, with applications in virtual reality, gaming, and digital media.
Challenges and Solutions
Challenges in maintaining temporal consistency and visual quality in animations have been addressed by Tencent researchers with the introduction of AniPortrait. This framework utilizes transformer-based models and a robust diffusion model to create high-quality animated portraits driven by audio and a reference image.
Key Features of AniPortrait
AniPortrait consists of two stages: Audio2Lmk and Lmk2Video. Audio2Lmk extracts facial landmarks from audio inputs, while Lmk2Video generates high-quality portrait videos with temporal stability. The framework leverages pre-trained models for audio feature extraction and incorporates a motion module for video generation.
Experimental Results and Conclusion
Experimental results demonstrate the superior performance of AniPortrait in creating natural and visually appealing animations. The framework shows potential in domains like facial motion and offers flexibility in modifying facial features. However, challenges related to obtaining large-scale 3D data are acknowledged, with plans to predict portrait videos directly from audio for improved results.
Practical AI Solutions for Business
For companies looking to evolve with AI, practical solutions include identifying automation opportunities, defining measurable KPIs, selecting customized AI tools, and implementing AI gradually. For AI KPI management advice and insights into leveraging AI, itinai.com offers continuous support and practical AI solutions, such as the AI Sales Bot designed to automate customer engagement and manage interactions across all customer journey stages.
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List of Useful Links:
- AI Lab in Telegram @aiscrumbot – free consultation
- Tencent Propose AniPortrait: An Audio-Driven Synthesis of Photorealistic Portrait Animation
- MarkTechPost
- Twitter – @itinaicom
