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Shot transitions play a pivotal role in multi-shot video generation, as they determine the overall narrative expression and the directorial design of visual storytelling. However, recent progress has primarily focused on low-level visual…

计算机视觉与模式识别 · 计算机科学 2025-12-12 Xiaoxue Wu , Xinyuan Chen , Yaohui Wang , Yu Qiao

With the advancement of generative models, the synthesis of different sensory elements such as music, visuals, and speech has achieved significant realism. However, the approach to generate multi-sensory outputs has not been fully explored,…

计算机视觉与模式识别 · 计算机科学 2024-08-22 Minheng Ni , Chenfei Wu , Huaying Yuan , Zhengyuan Yang , Ming Gong , Lijuan Wang , Zicheng Liu , Wangmeng Zuo , Nan Duan

Current video generation techniques excel at single-shot clips but struggle to produce narrative multi-shot videos, which require flexible shot arrangement, coherent narrative, and controllability beyond text prompts. To tackle these…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Qinghe Wang , Xiaoyu Shi , Baolu Li , Weikang Bian , Quande Liu , Huchuan Lu , Xintao Wang , Pengfei Wan , Kun Gai , Xu Jia

While recent advancements in generative models have achieved remarkable visual fidelity in video synthesis, creating coherent multi-shot narratives remains a significant challenge. To address this, keyframe-based approaches have emerged as…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Peixuan Zhang , Zijian Jia , Kaiqi Liu , Shuchen Weng , Si Li , Boxin Shi

We present Captain Cinema, a generation framework for short movie generation. Given a detailed textual description of a movie storyline, our approach firstly generates a sequence of keyframes that outline the entire narrative, which ensures…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Junfei Xiao , Ceyuan Yang , Lvmin Zhang , Shengqu Cai , Yang Zhao , Yuwei Guo , Gordon Wetzstein , Maneesh Agrawala , Alan Yuille , Lu Jiang

We present TempoMaster, a novel framework that formulates long video generation as next-frame-rate prediction. Specifically, we first generate a low-frame-rate clip that serves as a coarse blueprint of the entire video sequence, and then…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Yukuo Ma , Cong Liu , Junke Wang , Junqi Liu , Haibin Huang , Zuxuan Wu , Chi Zhang , Xuelong Li

Video generation has advanced rapidly, producing photorealistic videos from text or image prompts. Meanwhile, film production and social robotics increasingly demand multi-person videos with rich social interactions, including…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Liangyang Ouyang , Ruicong Liu , Caixin Kang , Yifei Huang , Yoichi Sato

Generating video from various conditions, such as text, image, and audio, enables both spatial and temporal control, leading to high-quality generation results. Videos with dramatic motions often require a higher frame rate to ensure smooth…

计算机视觉与模式识别 · 计算机科学 2025-10-17 Xingrui Wang , Jiang Liu , Ze Wang , Xiaodong Yu , Jialian Wu , Ximeng Sun , Yusheng Su , Alan Yuille , Zicheng Liu , Emad Barsoum

Recent advances in video generation have led to remarkable improvements in visual quality and temporal coherence. Upon this, trajectory-controllable video generation has emerged to enable precise object motion control through explicitly…

计算机视觉与模式识别 · 计算机科学 2025-10-28 Quanhao Li , Zhen Xing , Rui Wang , Hui Zhang , Qi Dai , Zuxuan Wu

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

Recent advancements in video generation have primarily leveraged diffusion models for short-duration content. However, these approaches often fall short in modeling complex narratives and maintaining character consistency over extended…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Canyu Zhao , Mingyu Liu , Wen Wang , Weihua Chen , Fan Wang , Hao Chen , Bo Zhang , Chunhua Shen

Storytelling in real-world videos often unfolds through multiple shots -- discontinuous yet semantically connected clips that together convey a coherent narrative. However, existing multi-shot video generation (MSV) methods struggle to…

Traditional photographic image editing typically requires users to possess sufficient aesthetic understanding to provide appropriate instructions for adjusting image quality and camera parameters. However, this paradigm relies on explicit…

计算机视觉与模式识别 · 计算机科学 2026-04-22 Ying Zeng , Miaosen Luo , Guangyuan Li , Yang Yang , Ruiyang Fan , Linxiao Shi , Qirui Yang , Jian Zhang , Chengcheng Liu , Siming Zheng , Jinwei Chen , Bo Li , Peng-Tao Jiang

AI-driven content creation has shown potential in film production. However, existing film generation systems struggle to implement cinematic principles and thus fail to generate professional-quality films, particularly lacking diverse…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Kaiyi Huang , Yukun Huang , Xintao Wang , Zinan Lin , Xuefei Ning , Pengfei Wan , Di Zhang , Yu Wang , Xihui Liu

Video storytelling is engaging multimedia content that utilizes video and its accompanying narration to attract the audience, where a key challenge is creating narrations for recorded visual scenes. Previous studies on dense video…

多媒体 · 计算机科学 2024-12-31 Dingyi Yang , Chunru Zhan , Ziheng Wang , Biao Wang , Tiezheng Ge , Bo Zheng , Qin Jin

Instructional video generation is an emerging task that aims to synthesize coherent demonstrations of procedural activities from textual descriptions. Such capability has broad implications for content creation, education, and human-AI…

计算机视觉与模式识别 · 计算机科学 2025-12-16 Cheeun Hong , German Barquero , Fadime Sener , Markos Georgopoulos , Edgar Schönfeld , Stefan Popov , Yuming Du , Oscar Mañas , Albert Pumarola

Generating videos for visual storytelling can be a tedious and complex process that typically requires either live-action filming or graphics animation rendering. To bypass these challenges, our key idea is to utilize the abundance of…

计算机视觉与模式识别 · 计算机科学 2023-07-14 Yingqing He , Menghan Xia , Haoxin Chen , Xiaodong Cun , Yuan Gong , Jinbo Xing , Yong Zhang , Xintao Wang , Chao Weng , Ying Shan , Qifeng Chen

Long video generation requires high-fidelity synthesis, coherent narrative structure, and user control over extended time spans. Existing text-to-video methods often rely on a single long prompt, limiting control over pose, composition,…

Camera control has been actively studied in text or image conditioned video generation tasks. However, altering camera trajectories of a given video remains under-explored, despite its importance in the field of video creation. It is…

计算机视觉与模式识别 · 计算机科学 2025-07-10 Jianhong Bai , Menghan Xia , Xiao Fu , Xintao Wang , Lianrui Mu , Jinwen Cao , Zuozhu Liu , Haoji Hu , Xiang Bai , Pengfei Wan , Di Zhang

This study addresses the challenge that generative models struggle to balance flexibility, stability, and controllability in complex interactive scenarios. It proposes a controllable generation framework for dynamic interactive content…

人机交互 · 计算机科学 2026-02-27 Rui Liu
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