PARC: Physics-based Augmentation with Reinforcement Learning for Character Controllers
Michael Xu, Yi Shi, KangKang Yin, Xue Bin Peng
2025年份
5被引次数
7顶会引用
摘要
physics-based tracking controller to imitate the motions in simulation.The corrected motions are then added to the dataset, which is used to continue training the motion generator in the next iteration.PARC's iterative process jointly expands the capabilities of the motion generator and tracker, creating agile and versatile models for interacting with complex environments.PARC provides an effective approach to develop controllers for agile terrain traversal, which bridges the gap between the scarcity of motion data and the need for versatile character controllers.
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引用它的顶会 Paper7
- InterPrior: Scaling Generative Control for Physics-Based Human-Object InteractionsSirui Xu, Samuel Schulter, Morteza Ziyadi, Xialin He 等CVPR 2026 · 被引用 14 次
- Iterative Closed-Loop Motion Synthesis for Scaling the Capabilities of Humanoid ControlWeisheng Xu, Qiwei Wu, Jiaxi Zhang, Jing Tan 等CVPR 2026 · 被引用 1 次
- GPC: Large-Scale Generative Pretraining for Transferable Motor ControlYi Shi, Yifeng Jiang, Chen Tessler, Xue Bin PengSIGGRAPH 2026
- SMP: Reusable Score-Matching Motion Priors for Physics-Based Character ControlYuxuan Mu, Ziyu Zhang, Yi Shi, Dun Yang 等SIGGRAPH 2026
- BRIC: Bridging Kinematic Plans and Physical Control at Test TimeDohun Lim, Minji Kim, Jaewoon Lim, Sungchan KimAAAI 2026
它引用的顶会 Paper14
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 被引用 35,902 次
- PhysDiff: Physics-Guided Human Motion Diffusion ModelYe Yuan, Jiaming Song, Umar Iqbal, Arash Vahdat 等ICCV 2023 · 被引用 414 次
- HuMoR: 3D Human Motion Model for Robust Pose EstimationDavis Rempe, Tolga Birdal, Aaron Hertzmann, Jimei Yang 等ICCV 2021 · 被引用 398 次
- AMP: adversarial motion priors for stylized physics-based character controlXue Bin Peng, Ze Ma, Pieter Abbeel, Sergey Levine 等SIGGRAPH 2021 · 被引用 392 次
- Guided Motion Diffusion for Controllable Human Motion SynthesisKorrawe Karunratanakul, Konpat Preechakul, Supasorn Suwajanakorn, Siyu TangICCV 2023 · 被引用 240 次
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