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相关论文: X-World: Controllable Ego-Centric Multi-Camera Wor…

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The landscape of video generation is shifting, from a focus on generating visually appealing clips to building virtual environments that support interaction and maintain physical plausibility. These developments point toward the emergence…

人工智能 · 计算机科学 2026-02-09 Jingtong Yue , Ziqi Huang , Zhaoxi Chen , Xintao Wang , Pengfei Wan , Ziwei Liu

Video generative models pre-trained on large-scale internet datasets have achieved remarkable success, excelling at producing realistic synthetic videos. However, they often generate clips based on static prompts (e.g., text or images),…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Haoran He , Yang Zhang , Liang Lin , Zhongwen Xu , Ling Pan

Recent years have seen remarkable progress in autonomous driving, yet generalization to long-tail and open-world scenarios remains a major bottleneck for large-scale deployment. To address this challenge, some works use LLMs and VLMs for…

计算机视觉与模式识别 · 计算机科学 2026-04-13 Hao Shao , Letian Wang , Yang Zhou , Yuxuan Hu , Zhuofan Zong , Steven L. Waslander , Wei Zhan , Hongsheng Li

Safe and scalable deployment of end-to-end (E2E) autonomous driving requires extensive and diverse data, particularly safety-critical events. Existing data are mostly generated from simulators with a significant sim-to-real gap or collected…

机器人学 · 计算机科学 2025-09-18 Jiawei Wang , Haowei Sun , Xintao Yan , Shuo Feng , Jun Gao , Henry X. Liu

Pretrained video diffusion models provide powerful spatiotemporal generative priors, making them a natural foundation for robotic world models. While recent world-action models jointly optimize future videos and actions, they predominantly…

计算机视觉与模式识别 · 计算机科学 2026-05-08 Zhaoyang Yang , Yurun Jin , Lizhe Qi , Cong Huang , Kai Chen

Video world models have shown immense promise for interactive simulation and entertainment, but current systems still struggle with two important aspects of interactivity: user control over the environment for reproducible, editable…

人工智能 · 计算机科学 2026-04-01 Ryan Po , David Junhao Zhang , Amir Hertz , Gordon Wetzstein , Neal Wadhwa , Nataniel Ruiz

We propose X-WAM, a Unified 4D World Model that unifies real-time robotic action execution and high-fidelity 4D world synthesis (video + 3D reconstruction) in a single framework, addressing the critical limitations of prior unified world…

机器人学 · 计算机科学 2026-05-08 Jun Guo , Qiwei Li , Peiyan Li , Zilong Chen , Nan Sun , Yifei Su , Heyun Wang , Yuan Zhang , Xinghang Li , Huaping Liu

Robotic world models are a promising paradigm for forecasting future environment states, yet their inference speed and the physical plausibility of generated trajectories remain critical bottlenecks, limiting their real-world applications.…

机器人学 · 计算机科学 2025-09-26 Sibo Li , Qianyue Hao , Yu Shang , Yong Li

Foundation video models produce visually impressive results, but their use in embodied AI remains limited because they are primarily trained on natural language rather than low-level control signals. This limitation is especially pronounced…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Abdul Mohaimen Al Radi , Kunyang Li , Yuzhang Shang , Mubarak Shah , Yu Tian

Egocentric interactive world models are essential for augmented reality and embodied AI, where visual generation must respond to user input with low latency, geometric consistency, and long-term stability. We study egocentric interaction…

计算机视觉与模式识别 · 计算机科学 2026-02-16 Yuxi Wang , Wenqi Ouyang , Tianyi Wei , Yi Dong , Zhiqi Shen , Xingang Pan

Mobile Graphical User Interface (GUI) World Models (WMs) offer a promising path for improving mobile GUI agent performance at train- and inference-time. However, current approaches face a critical trade-off: text-based WMs sacrifice visual…

机器学习 · 计算机科学 2026-05-26 Woosung Koh , Sungjun Han , Segyu Lee , Se-Young Yun , Jamin Shin

World Action Models (WAMs) have emerged as a promising alternative to Vision-Language-Action (VLA) models for embodied control because they explicitly model how visual observations may evolve under action. Most existing WAMs follow an…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Tianyuan Yuan , Zibin Dong , Yicheng Liu , Hang Zhao

Recent advances in vision-language models have enabled mobile GUI agents to perceive visual interfaces and execute user instructions, but reliable prediction of action consequences remains critical for long-horizon and high-risk…

Autonomous driving requires robust perception models trained on high-quality, large-scale multi-view driving videos for tasks like 3D object detection, segmentation and trajectory prediction. While world models provide a cost-effective…

计算机视觉与模式识别 · 计算机科学 2024-12-16 Zhuoran Yang , Xi Guo , Chenjing Ding , Chiyu Wang , Wei Wu

World models and video generation are pivotal technologies in the domain of autonomous driving, each playing a critical role in enhancing the robustness and reliability of autonomous systems. World models, which simulate the dynamics of…

人工智能 · 计算机科学 2024-11-06 Ao Fu , Yi Zhou , Tao Zhou , Yi Yang , Bojun Gao , Qun Li , Guobin Wu , Ling Shao

The field of robotics has made significant strides toward developing generalist robot manipulation policies. However, evaluating these policies in real-world scenarios remains time-consuming and challenging, particularly as the number of…

机器人学 · 计算机科学 2025-05-27 Yaxuan Li , Yichen Zhu , Junjie Wen , Chaomin Shen , Yi Xu

End-to-end autonomous driving with vision-only is not only more cost-effective compared to LiDAR-vision fusion but also more reliable than traditional methods. To achieve a economical and robust purely visual autonomous driving system, we…

计算机视觉与模式识别 · 计算机科学 2025-02-14 Ziyang Yan , Wenzhen Dong , Yihua Shao , Yuhang Lu , Liu Haiyang , Jingwen Liu , Haozhe Wang , Zhe Wang , Yan Wang , Fabio Remondino , Yuexin Ma

Building world models with spatial consistency and real-time interactivity remains a fundamental challenge in computer vision. Current video generation paradigms often struggle with a lack of spatial persistence and insufficient visual…

Camera sensor simulation serves as a critical role for autonomous driving (AD), e.g. evaluating vision-based AD algorithms. While existing approaches have leveraged generative models for controllable image/video generation, they remain…

计算机视觉与模式识别 · 计算机科学 2025-05-27 Wenchao Sun , Xuewu Lin , Keyu Chen , Zixiang Pei , Yining Shi , Chuang Zhang , Sifa Zheng

Vision-Language Models (VLMs) have demonstrated notable promise in autonomous driving by offering the potential for multimodal reasoning through pretraining on extensive image-text pairs. However, adapting these models from broad web-scale…

机器人学 · 计算机科学 2025-06-18 Yupeng Zhou , Can Cui , Juntong Peng , Zichong Yang , Juanwu Lu , Jitesh H Panchal , Bin Yao , Ziran Wang