人类运动生成:一项调查
IEEE transactions on pattern analysis and machine intelligence
|November 8, 2023
概括
这项调查审查了人类运动生成,重点关注文本,音频和场景条件的方法. 它强调了在创造自然人姿势序列方面面临的挑战和未来的研究方向.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 机器人技术 机器人技术 机器人技术
背景情况:
- 人类运动生成旨在创建现实的人类姿势序列,数据收集和生成模型的最新进展.
- 目前的研究主要集中在基于文本,音频或场景背景的条件生成上.
- 尽管取得了进展,但由于其复杂的性质和与条件信号的隐含关系,产生复杂的人类运动仍然具有挑战性.
研究的目的:
- 提供关于人类运动生成的综合文献综述,这是同类中第一个.
- 检查文本调节,音频调节和场景调节的人类运动生成的代表性方法.
- 讨论当前的挑战,并概述该领域未来的研究方向.
主要方法:
- 关于人类运动生成技术的文献综述.
- 基于条件信号 (文本,音频,场景) 的方法的分类.
- 在现场使用的常见数据集和评估指标的概述.
主要成果:
- 识别人类运动生成的关键进展.
- 分析不同条件生成任务中的代表性方法.
- 汇编数据集和评估指标,用于基准测试.
结论:
- 人类运动生成是一个快速发展的领域,具有巨大的潜力.
- 解决人类运动的复杂性质及其条件关系至关重要.
- 需要进一步的研究来克服突出的挑战,并激发新的想法.
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