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English(EN) ComplexMimic: Human-Scene Interaction Imitation in Complex 3D Environments

ComplexMimic框架增强了3D中人景交互的模仿能力

研究人员开发了ComplexMimic,一个旨在提高复杂3D环境中人景交互模仿学习的新框架。该方法解决了在复杂场景中平衡精确运动跟踪与物理上合理运动的挑战。ComplexMimic采用双流策略,包含两个互补的专家和一个面向难度的蒸馏方法,以有效地从不完美的动作捕捉数据中学习,并在实验中优于现有方法。 AI

影响 这项研究可能通过在复杂的虚拟环境中实现更逼真的人景交互来推动具身AI的发展。

排序理由 该条目描述了一篇提交至arXiv的研究论文,其中详细介绍了一个新的模仿学习框架。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.CV 阅读 →

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ComplexMimic框架增强了3D中人景交互的模仿能力

报道来源 [2]

  1. arXiv cs.CV TIER_1 English(EN) · Lu Pan, Hongwei Zhao ·

    ComplexMimic: Human-Scene Interaction Imitation in Complex 3D Environments

    arXiv:2607.02034v1 Announce Type: new Abstract: Physics-based Human-Scene Interaction (HSI) imitation learning is crucial for embodied intelligence as it bridges the gap between kinematic 3D motions and real-world dynamics. However, most existing methods focus on simplified scene…

  2. arXiv cs.CV TIER_1 English(EN) · Hongwei Zhao ·

    ComplexMimic: Human-Scene Interaction Imitation in Complex 3D Environments

    Physics-based Human-Scene Interaction (HSI) imitation learning is crucial for embodied intelligence as it bridges the gap between kinematic 3D motions and real-world dynamics. However, most existing methods focus on simplified scene settings, leaving complex environments largely …