C Jiang, A Cornman, C Park, B Sapp… - Proceedings of the …, 2023 - openaccess.thecvf.com
We present MotionDiffuser, a diffusion based representation for the joint distribution of future trajectories over multiple agents. Such representation has several key advantages: first, our …
N Montali, J Lambert, P Mougin… - Advances in …, 2024 - proceedings.neurips.cc
Simulation with realistic, interactive agents represents a key task for autonomous vehicle software development. In this work, we introduce the Waymo Open Sim Agents Challenge …
Y Zhu, D Luan, S Shen - Proceedings of the IEEE/CVF …, 2023 - openaccess.thecvf.com
Predicting future trajectories of surrounding agents is essential for safety-critical autonomous driving. Most existing work focuses on predicting marginal trajectories for each agent …
N Mu, J Ji, Z Yang, N Harada, H Tang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Many existing motion prediction approaches rely on symbolic perception outputs to generate agent trajectories such as bounding boxes road graph information and traffic lights. This …
Despite the structure of road environments, imposed via geometry and rules, traffic flows exhibit complex multiagent dynamics. Reasoning about such dynamics is challenging due to …
S Rong, R Meng, J Guo, P Cui, Z Qiao - Sustainability, 2024 - mdpi.com
Autonomous vehicles hold the potential to significantly improve traffic efficiency and advance the development of intelligent transportation systems. With the progression of …
Q Sun, S Zhang, D Ma, J Shi, D Li, S Luo… - arXiv preprint arXiv …, 2023 - arxiv.org
Motion prediction and planning are vital tasks in autonomous driving, and recent efforts have shifted to machine learning-based approaches. The challenges include understanding …
C Diehl, T Klosek, M Krüger, N Murzyn… - arXiv preprint arXiv …, 2023 - arxiv.org
Game theory offers an interpretable mathematical framework for modeling multi-agent interactions. However, its applicability in real-world robotics applications is hindered by …
Y Wang, T Zhao, F Yi - arXiv preprint arXiv:2306.11868, 2023 - arxiv.org
This technical report presents our 1st place solution for the Waymo Open Sim Agents Challenge (WOSAC) 2023. Our proposed MultiVerse Transformer for Agent simulation …