Driving Into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous Driving
Yuqi Wang, Jiawei He, Lue Fan, Hongxin Li, Yuntao Chen, Zhaoxiang Zhang
2024Year
104Top-tier citations
Abstract
distinct driving maneuvers, and determines the optimal trajectory according to the image-based rewards. Evaluation on real-world driving datasets verifies that our method could generate high-quality, consistent, and controllable multiview videos, opening up possibilities for real-world simulations and safe planning.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers104
- Vista: A Generalizable Driving World Model with High Fidelity and Versatile ControllabilityShenyuan Gao, Jiazhi Yang, Li Chen, Kashyap Chitta et al.NeurIPS 2024 · 403 citations
- AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-TuningZewei Zhou, Tianhui Cai, Seth Z. Zhao, Yun Zhang et al.NeurIPS 2025 · 310 citations
- FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous DrivingShuang Zeng, Xinyuan Chang, Mengwei Xie, Xinran Liu et al.NeurIPS 2025 · 228 citations
- Unified Vision-Language-Action ModelYuqi Wang, Xinghang Li, Wenxuan Wang, Junbo Zhang et al.ICLR 2026 · 144 citations
- RAD: Training an End-to-End Driving Policy via Large-Scale 3DGS-based Reinforcement LearningHao Gao, Shaoyu Chen, Bo Jiang, Bencheng Liao et al.NeurIPS 2025 · 92 citations
Builds on36
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Denoising Diffusion Implicit ModelsJiaming Song, Chenlin Meng, Stefano ErmonICLR 2021 · 11,743 citations
- A ConvNet for the 2020sZhuang Liu, Hanzi Mao, Chao-Yuan Wu, Christoph Feichtenhofer et al.CVPR 2022 · 6,782 citations
- GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion ModelsAlexander Quinn Nichol, Prafulla Dhariwal, Aditya Ramesh, Pranav Shyam et al.ICML 2022 · 4,691 citations
Related papers
- ReSim: Reliable World Simulation for Autonomous DrivingJiazhi Yang, Kashyap Chitta, Shenyuan Gao, Long Chen et al.NeurIPS 2025 · 53 citations
- SMD: Multi-view Safety-Critical Driving Video Generation in the Real-world DomainJiawei Zhou, Linye Lyu, Zhuotao Tian, Cheng Zhuo et al.ICML 2026 · 5 citations
- FreeVS: Generative View Synthesis on Free Driving TrajectoryQitai Wang, Lue Fan, Yuqi Wang, Yuntao Chen et al.ICLR 2025
- Driving View Synthesis on Free-Form Trajectories with Generative PriorZeyu Yang, Zijie Pan, Yuankun Yang, Xiatian Zhu et al.ICCV 2025 · 3 citations
- CarPlanner: Consistent Auto-regressive Trajectory Planning for Large-Scale Reinforcement Learning in Autonomous DrivingDongkun Zhang, Jiaming Liang, Ke Guo, Sha Lu et al.CVPR 2025
