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Recent approaches have demonstrated the promise of using diffusion models to generate interactive and explorable worlds. However, most of these methods face critical challenges such as excessively large parameter sizes, reliance on lengthy…

计算机视觉与模式识别 · 计算机科学 2025-12-29 Xiaofeng Mao , Zhen Li , Chuanhao Li , Xiaojie Xu , Kaining Ying , Tong He , Jiangmiao Pang , Yu Qiao , Kaipeng Zhang

Recent advances in video generation models have sparked interest in world models capable of simulating realistic environments. While navigation has been well-explored, physically meaningful interactions that mimic real-world forces remain…

计算机视觉与模式识别 · 计算机科学 2025-11-27 Nate Gillman , Charles Herrmann , Michael Freeman , Daksh Aggarwal , Evan Luo , Deqing Sun , Chen Sun

Recent advances have shown that video generation models can enhance robot learning by deriving effective robot actions through inverse dynamics. However, these methods heavily depend on the quality of generated data and struggle with…

机器人学 · 计算机科学 2025-08-18 Kelin Yu , Sheng Zhang , Harshit Soora , Furong Huang , Heng Huang , Pratap Tokekar , Ruohan Gao

Generating video background that tailors to foreground subject motion is an important problem for the movie industry and visual effects community. This task involves synthesizing background that aligns with the motion and appearance of the…

计算机视觉与模式识别 · 计算机科学 2024-01-22 Boxiao Pan , Zhan Xu , Chun-Hao Paul Huang , Krishna Kumar Singh , Yang Zhou , Leonidas J. Guibas , Jimei Yang

Generative models offer a scalable and flexible paradigm for simulating complex environments, yet current approaches fall short in addressing the domain-specific requirements of autonomous driving - such as multi-agent interactions,…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Lloyd Russell , Anthony Hu , Lorenzo Bertoni , George Fedoseev , Jamie Shotton , Elahe Arani , Gianluca Corrado

A goal of artificial intelligence is to construct an agent that can solve a wide variety of tasks. Recent progress in text-guided image synthesis has yielded models with an impressive ability to generate complex novel images, exhibiting…

人工智能 · 计算机科学 2023-11-21 Yilun Du , Mengjiao Yang , Bo Dai , Hanjun Dai , Ofir Nachum , Joshua B. Tenenbaum , Dale Schuurmans , Pieter Abbeel

The vision and language generative models have been overgrown in recent years. For video generation, various open-sourced models and public-available services have been developed to generate high-quality videos. However, these methods often…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Yaofang Liu , Xiaodong Cun , Xuebo Liu , Xintao Wang , Yong Zhang , Haoxin Chen , Yang Liu , Tieyong Zeng , Raymond Chan , Ying Shan

The text-driven image and video diffusion models have achieved unprecedented success in generating realistic and diverse content. Recently, the editing and variation of existing images and videos in diffusion-based generative models have…

计算机视觉与模式识别 · 计算机科学 2024-02-20 Yuyang Zhao , Enze Xie , Lanqing Hong , Zhenguo Li , Gim Hee Lee

Generative video modeling has emerged as a compelling tool to zero-shot reason about plausible physical interactions for open-world manipulation. Yet, it remains a challenge to translate such human-led motions into the low-level actions…

机器人学 · 计算机科学 2026-01-01 Karthik Dharmarajan , Wenlong Huang , Jiajun Wu , Li Fei-Fei , Ruohan Zhang

Video generation has seen remarkable progress thanks to advancements in generative deep learning. However, generating long sequences remains a significant challenge. Generated videos should not only display coherent and continuous movement…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Jingbo Yang , Adrian G. Bors

Video generation models, as one form of world models, have emerged as one of the most exciting frontiers in AI, promising agents the ability to imagine the future by modeling the temporal evolution of complex scenes. In autonomous driving,…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Yang Zhou , Hao Shao , Letian Wang , Zhuofan Zong , Hongsheng Li , Steven L. Waslander

Creating a vivid video from the event or scenario in our imagination is a truly fascinating experience. Recent advancements in text-to-video synthesis have unveiled the potential to achieve this with prompts only. While text is convenient…

计算机视觉与模式识别 · 计算机科学 2023-06-02 Jinbo Xing , Menghan Xia , Yuxin Liu , Yuechen Zhang , Yong Zhang , Yingqing He , Hanyuan Liu , Haoxin Chen , Xiaodong Cun , Xintao Wang , Ying Shan , Tien-Tsin Wong

Recent advances in text-to-video diffusion models have enabled high-fidelity and temporally coherent videos synthesis. However, current models are predominantly optimized for single-event generation. When handling multi-event prompts,…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Qianxun Xu , Chenxi Song , Yujun Cai , Chi Zhang

We present Yan, a foundational framework for interactive video generation, covering the entire pipeline from simulation and generation to editing. Specifically, Yan comprises three core modules. AAA-level Simulation: We design a…

Video compositing combines live-action footage to create video production, serving as a crucial technique in video creation and film production. Traditional pipelines require intensive labor efforts and expert collaboration, resulting in…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Shuzhou Yang , Xiaoyu Li , Xiaodong Cun , Guangzhi Wang , Lingen Li , Ying Shan , Jian Zhang

Many advancements have been made in procedural content generation for games, and with mixed-initiative co-creativity, have the potential for great benefits to human designers. However, co-creative systems for game generation are typically…

人工智能 · 计算机科学 2023-08-07 Rohan Agarwal , Zhiyu Lin , Mark Riedl

In order to offer a customized script tool and inspire professional scriptwriters, we present VScript. It is a controllable pipeline that generates complete scripts, including dialogues and scene descriptions, as well as presents visually…

计算与语言 · 计算机科学 2022-11-24 Ziwei Ji , Yan Xu , I-Tsun Cheng , Samuel Cahyawijaya , Rita Frieske , Etsuko Ishii , Min Zeng , Andrea Madotto , Pascale Fung

Synthesizing photo-realistic visual observations from an ego vehicle's driving trajectory is a critical step towards scalable training of self-driving models. Reconstruction-based methods create 3D scenes from driving logs and synthesize…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Jiageng Mao , Boyi Li , Boris Ivanovic , Yuxiao Chen , Yan Wang , Yurong You , Chaowei Xiao , Danfei Xu , Marco Pavone , Yue Wang

Existing text-to-video (T2V) models often struggle with generating videos with sufficiently pronounced or complex actions. A key limitation lies in the text prompt's inability to precisely convey intricate motion details. To address this,…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Qiang Zhou , Shaofeng Zhang , Nianzu Yang , Ye Qian , Hao Li

In this work, we present CineMaster, a novel framework for 3D-aware and controllable text-to-video generation. Our goal is to empower users with comparable controllability as professional film directors: precise placement of objects within…

计算机视觉与模式识别 · 计算机科学 2025-02-13 Qinghe Wang , Yawen Luo , Xiaoyu Shi , Xu Jia , Huchuan Lu , Tianfan Xue , Xintao Wang , Pengfei Wan , Di Zhang , Kun Gai