本研究由广州趣丸科技团队完成，团队长期致力于 AI 驱动的虚拟人生成与交互技术，相关成果已应用于游戏、影视及社交场景。 趣丸科技团队提出了一种新颖的肖像驱动框架 Playmate ，该算法能够根据音频和各种可选的控制条件生成高质量的肖像视频。通俗来讲，就是给定一张照 片和一段音频，就可以生成对应的视频，同时还能精准控制人物的表情和头部姿态。相关研究成果已被人工智能顶会 ICML 2025 收录，项目代码开源计划 正在筹备中。 Playmate 是一种由广州趣丸科技团队提出的基于 3D 隐式空间引导扩散模型的双阶段训练框架，旨在生成高质量且可控的肖像动画视频。该方法通过解耦 面部属性（如表情、唇部动作和头部姿态），结合情绪控制模块，实现了对生成视频的精细控制。实验表明，Playmate 在视频质量、唇同步准确性和情绪 控制灵活性方面均优于现有方法，是音频驱动肖像动画领域的重大进展。 论文标题：Playmate: Flexible Control of Portrait Animation via 3D-Implicit Space Guided Diffusion 论文地址：https://arxiv.org/ ...

Financial Data and Key Metrics Changes - 2024 was a challenging year for the company, but it was necessary for repositioning to an asset-light model, with positive EBITDA starting to emerge in Q4 excluding foreign currency effects [7] - The company expects to be free cash flow positive on a full-year basis starting in 2025, following the completion of the transition of legacy adult properties to the buy board [8][36] Business Line Data and Key Metrics Changes - The buy board deal completed in Q4 significantly enhances profitability and cash flow moving forward, with a minimum guarantee of $20 million from this deal [25] - The company is focusing on fewer but larger licensing deals, particularly in the clothing sector, while also exploring new opportunities in gaming and other categories [21][24] Market Data and Key Metrics Changes - The company is optimistic about the growth prospects in existing licensing deals and new opportunities in food categories and gaming, which historically generated significant revenue [9][22] - The relaunch of the Playboy magazine is seen as a key marketing vehicle, with plans to release four issues annually and develop new revenue streams around it [10][11] Company Strategy and Development Direction - The company is transitioning to an asset-light model, aiming to reduce corporate overhead and focus on partnerships with skilled operators [38] - The strategy includes leveraging the Playboy brand through various media channels, including podcasts and social media, to stay relevant with consumers [46][50] Management's Comments on Operating Environment and Future Outlook - Management acknowledges potential risks in consumer spending and economic uncertainty but believes there is more upside than downside in the business [26][27] - The focus is on rebuilding revenue streams and enhancing brand visibility through innovative marketing strategies and partnerships [48][52] Other Important Information - The company plans to bring back twelve Playmates and explore sponsorship opportunities tied to the magazine and events [39][56] - Management emphasizes the importance of using the magazine as a marketing tool rather than solely for print revenue [11][47] Q&A Session Summary Question: Inquiry about revenue and licensing guarantees - Management discussed the risk assessment for non-minimum guarantee licensing revenue and expressed confidence in the pipeline set in 2024 for 2025 [18][21] Question: Discussion on corporate infrastructure and G&A - Management confirmed ongoing assessments of corporate structure post-buy board deal, aiming for a leaner, asset-light operation [32][35] Question: Rationale for additional revenue sources - Management explained the strategy to engage consumers through various content distribution channels, enhancing brand presence without significant marketing expenditure [46][50]