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We propose Make-A-Video -- an approach for directly translating the tremendous recent progress in Text-to-Image (T2I) generation to Text-to-Video (T2V). Our intuition is simple: learn what the world looks like and how it is described from…

计算机视觉与模式识别 · 计算机科学 2022-09-30 Uriel Singer , Adam Polyak , Thomas Hayes , Xi Yin , Jie An , Songyang Zhang , Qiyuan Hu , Harry Yang , Oron Ashual , Oran Gafni , Devi Parikh , Sonal Gupta , Yaniv Taigman

Text to Motion aims to generate human motions from texts. Existing settings rely on limited Action Texts that include action labels, which limits flexibility and practicability in scenarios difficult to describe directly. This paper extends…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Runqi Wang , Caoyuan Ma , Guopeng Li , Hanrui Xu , Yuke Li , Zheng Wang

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

Controllability, temporal coherence, and detail synthesis remain the most critical challenges in video generation. In this paper, we focus on a commonly used yet underexplored cinematic technique known as Frame In and Frame Out.…

计算机视觉与模式识别 · 计算机科学 2025-10-27 Boyang Wang , Xuweiyi Chen , Matheus Gadelha , Zezhou Cheng

Storyboarding is a core skill in visual storytelling for film, animation, and games. However, automating this process requires a system to achieve two properties that current approaches rarely satisfy simultaneously: inter-shot consistency…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Bingliang Li , Zhenhong Sun , Jiaming Bian , Yuehao Wu , Yifu Wang , Hongdong Li , Yatao Bian , Huadong Mo , Daoyi Dong

This paper introduces TRAILDREAMS, a framework that uses a large language model (LLM) to automate the production of movie trailers. The purpose of LLM is to select key visual sequences and impactful dialogues, and to help TRAILDREAMS to…

多媒体 · 计算机科学 2026-02-04 Roberto Balestri , Pasquale Cascarano , Mirko Degli Esposti , Guglielmo Pescatore

Despite the recent progress in text-to-video generation, existing studies usually overlook the issue that only spatial contents but not temporal motions in synthesized videos are under the control of text. Towards such a challenge, this…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Xi Chen , Zhiheng Liu , Mengting Chen , Yutong Feng , Yu Liu , Yujun Shen , Hengshuang Zhao

Current video generation models excel at short clips but fail to produce cohesive multi-shot narratives due to disjointed visual dynamics and fractured storylines. Existing solutions either rely on extensive manual scripting/editing or…

计算机视觉与模式识别 · 计算机科学 2025-03-21 Mingzhe Zheng , Yongqi Xu , Haojian Huang , Xuran Ma , Yexin Liu , Wenjie Shu , Yatian Pang , Feilong Tang , Qifeng Chen , Harry Yang , Ser-Nam Lim

The use of drones for aerial cinematography has revolutionized several applications and industries that require live and dynamic camera viewpoints such as entertainment, sports, and security. However, safely controlling a drone while…

机器人学 · 计算机科学 2019-07-30 Rogerio Bonatti , Cherie Ho , Wenshan Wang , Sanjiban Choudhury , Sebastian Scherer

Current video generation models excel at short clips but fail to produce cohesive multi-shot narratives due to disjointed visual dynamics and fractured storylines. Existing solutions either rely on extensive manual scripting/editing or…

计算机视觉与模式识别 · 计算机科学 2025-10-03 Mingzhe Zheng , Yongqi Xu , Haojian Huang , Xuran Ma , Yexin Liu , Wenjie Shu , Yatian Pang , Feilong Tang , Qifeng Chen , Harry Yang , Ser-Nam Lim

The "one-shot" technique represents a distinct and sophisticated aesthetic in filmmaking. However, its practical realization is often hindered by prohibitive costs and complex real-world constraints. Although emerging video generation…

计算机视觉与模式识别 · 计算机科学 2025-12-29 Jiawei Liu , Junqiao Li , Jiangfan Deng , Gen Li , Siyu Zhou , Zetao Fang , Shanshan Lao , Zengde Deng , Jianing Zhu , Tingting Ma , Jiayi Li , Yunqiu Wang , Qian He , Xinglong Wu

Automatically generating textual content with desired attributes is an ambitious task that people have pursued long. Existing works have made a series of progress in incorporating unimodal controls into language models (LMs), whereas how to…

计算与语言 · 计算机科学 2023-06-30 Haoqin Tu , Bowen Yang , Xianfeng Zhao

Intent-oriented controlled video captioning aims to generate targeted descriptions for specific targets in a video based on customized user intent. Current Large Visual Language Models (LVLMs) have gained strong instruction following and…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Tianheng Qiu , Jingchun Gao , Jingyu Li , Huiyi Leong , Xuan Huang , Xi Wang , Xiaocheng Zhang , Kele Xu , Lan Zhang

Vision-and-Language Models (VLMs) have shown impressive capabilities on single-turn benchmarks, yet real-world applications often demand more intricate multi-turn dialogues. Existing multi-turn datasets (e.g, MMDU, ConvBench) only partially…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Young-Jun Lee , Byung-Kwan Lee , Jianshu Zhang , Yechan Hwang , Byungsoo Ko , Han-Gyu Kim , Dongyu Yao , Xuankun Rong , Eojin Joo , Seung-Ho Han , Bowon Ko , Ho-Jin Choi

Emerging video diffusion models achieve high visual fidelity but fundamentally couple scene dynamics with camera motion, limiting their ability to provide precise spatial and temporal control. We introduce a 4D-controllable video diffusion…

计算机视觉与模式识别 · 计算机科学 2025-12-05 Yiming Wang , Qihang Zhang , Shengqu Cai , Tong Wu , Jan Ackermann , Zhengfei Kuang , Yang Zheng , Frano Rajič , Siyu Tang , Gordon Wetzstein

Despite substantial progress in text-to-video generation, achieving precise and flexible control over fine-grained spatiotemporal attributes remains a significant unresolved challenge in video generation research. To address these…

计算机视觉与模式识别 · 计算机科学 2025-03-24 Xu Zhang , Hao Zhou , Haoming Qin , Xiaobin Lu , Jiaxing Yan , Guanzhong Wang , Zeyu Chen , Yi Liu

This paper presents a system for the execution of autonomous cinematography missions with a team of drones. The system allows media directors to design missions involving different types of shots with one or multiple cameras, running…

机器人学 · 计算机科学 2021-04-06 Alfonso Alcántara , Jesús Capitán , Arturo Torres-González , Rita Cunha , Aníbal Ollero

The training of controllable text-to-video (T2V) models relies heavily on the alignment between videos and captions, yet little existing research connects video caption evaluation with T2V generation assessment. This paper introduces…

Conditional visual generation has witnessed remarkable progress with the advent of diffusion models (DMs), especially in tasks like control-to-image generation. However, challenges such as expensive computational cost, high inference…

计算机视觉与模式识别 · 计算机科学 2024-10-03 Xiang Li , Kai Qiu , Hao Chen , Jason Kuen , Zhe Lin , Rita Singh , Bhiksha Raj

Text-to-video generation is an emerging field in generative AI, enabling the creation of realistic, semantically accurate videos from text prompts. While current models achieve impressive visual quality and alignment with input text, they…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Luca Zanchetta , Lorenzo Papa , Luca Maiano , Irene Amerini