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相关论文: CI-VID: A Coherent Interleaved Text-Video Dataset

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We introduce a novel diffusion-based video generation method, generating a video showing multiple events given multiple individual sentences from the user. Our method does not require a large-scale video dataset since our method uses a…

计算机视觉与模式识别 · 计算机科学 2024-07-17 Gyeongrok Oh , Jaehwan Jeong , Sieun Kim , Wonmin Byeon , Jinkyu Kim , Sungwoong Kim , Sangpil Kim

Text-to-video (T2V) generation has surged in response to challenging questions, especially when a long video must depict multiple sequential events with temporal coherence and controllable content. Existing methods that extend to…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Ruotong Liao , Guowen Huang , Qing Cheng , Thomas Seidl , Daniel Cremers , Volker Tresp

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

The increasing use of machine learning models has amplified the demand for high-quality, large-scale multimodal datasets. However, the availability of such datasets, especially those combining acoustic, visual and textual data, remains…

多媒体 · 计算机科学 2025-09-09 Jorge E. León , Miguel Carrasco

Video synthesis has recently made remarkable strides benefiting from the rapid development of diffusion models. However, it still encounters challenges in terms of semantic accuracy, clarity and spatio-temporal continuity. They primarily…

计算机视觉与模式识别 · 计算机科学 2023-11-08 Shiwei Zhang , Jiayu Wang , Yingya Zhang , Kang Zhao , Hangjie Yuan , Zhiwu Qin , Xiang Wang , Deli Zhao , Jingren Zhou

Recent advances in deep generative models have lead to remarkable progress in synthesizing high quality images. Following their successful application in image processing and representation learning, an important next step is to consider…

计算机视觉与模式识别 · 计算机科学 2019-03-28 Thomas Unterthiner , Sjoerd van Steenkiste , Karol Kurach , Raphael Marinier , Marcin Michalski , Sylvain Gelly

Temporal video segmentation and classification have been advanced greatly by public benchmarks in recent years. However, such research still mainly focuses on human actions, failing to describe videos in a holistic view. In addition,…

计算机视觉与模式识别 · 计算机科学 2022-12-12 Jie Jiang , Zhimin Li , Jiangfeng Xiong , Rongwei Quan , Qinglin Lu , Wei Liu

Large-scale text-to-image (T2I) diffusion models have been extended for text-guided video editing, yielding impressive zero-shot video editing performance. Nonetheless, the generated videos usually show spatial irregularities and temporal…

计算机视觉与模式识别 · 计算机科学 2024-08-29 Yuanzhi Wang , Yong Li , Xiaoya Zhang , Xin Liu , Anbo Dai , Antoni B. Chan , Zhen Cui

Existing Subject-to-Video Generation (S2V) methods have achieved high-fidelity and subject-consistent video generation, yet remain constrained to single-view subject references. This limitation renders the S2V task reducible to an S2I + I2V…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Ziyang Song , Xinyu Gong , Bangya Liu , Zelin Zhao

The efficacy of video generation models heavily depends on the quality of their training datasets. Most previous video generation models are trained on short video clips, while recently there has been increasing interest in training long…

计算机视觉与模式识别 · 计算机科学 2024-10-15 Tianwei Xiong , Yuqing Wang , Daquan Zhou , Zhijie Lin , Jiashi Feng , Xihui Liu

A video storyboard is a roadmap for video creation which consists of shot-by-shot images to visualize key plots in a text synopsis. Creating video storyboards, however, remains challenging which not only requires cross-modal association…

计算机视觉与模式识别 · 计算机科学 2023-08-30 Xu Gu , Yuchong Sun , Feiyue Ni , Shizhe Chen , Xihua Wang , Ruihua Song , Boyuan Li , Xiang Cao

Recent advances in AI-generated video have shown strong performance on \emph{text-to-video} tasks, particularly for short clips depicting a single scene. However, current models struggle to generate longer videos with coherent scene…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Hanwen Shen , Jiajie Lu , Yupeng Cao , Xiaonan Yang

Advances in technology have led to the development of methods that can create desired visual multimedia. In particular, image generation using deep learning has been extensively studied across diverse fields. In comparison, video…

计算机视觉与模式识别 · 计算机科学 2021-06-29 Doyeon Kim , Donggyu Joo , Junmo Kim

Advances in video generation have significantly improved the realism and quality of created scenes. This has fueled interest in developing intuitive tools that let users leverage video generation as world simulators. Text-to-video (T2V)…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Zuhao Liu , Aleksandar Yanev , Ahmad Mahmood , Ivan Nikolov , Saman Motamed , Wei-Shi Zheng , Xi Wang , Lei Sun , Luc Van Gool , Danda Pani Paudel

Evaluating text-to-vision content hinges on two crucial aspects: visual quality and alignment. While significant progress has been made in developing objective models to assess these dimensions, the performance of such models heavily relies…

计算机视觉与模式识别 · 计算机科学 2025-06-17 Zicheng Zhang , Tengchuan Kou , Shushi Wang , Chunyi Li , Wei Sun , Wei Wang , Xiaoyu Li , Zongyu Wang , Xuezhi Cao , Xiongkuo Min , Xiaohong Liu , Guangtao Zhai

Generating a video given the first several static frames is challenging as it anticipates reasonable future frames with temporal coherence. Besides video prediction, the ability to rewind from the last frame or infilling between the head…

计算机视觉与模式识别 · 计算机科学 2023-03-23 Tsu-Jui Fu , Licheng Yu , Ning Zhang , Cheng-Yang Fu , Jong-Chyi Su , William Yang Wang , Sean Bell

Automated data visualization plays a crucial role in simplifying data interpretation, enhancing decision-making, and improving efficiency. While large language models (LLMs) have shown promise in generating visualizations from natural…

计算与语言 · 计算机科学 2025-07-29 Mizanur Rahman , Md Tahmid Rahman Laskar , Shafiq Joty , Enamul Hoque

Human vision is often adversely affected by complex environmental factors, especially in night vision scenarios. Thus, infrared cameras are often leveraged to help enhance the visual effects via detecting infrared radiation in the…

计算机视觉与模式识别 · 计算机科学 2021-08-05 Shuang Li , Bingfeng Han , Zhenjie Yu , Chi Harold Liu , Kai Chen , Shuigen Wang

The burgeoning field of Artificial Intelligence Generated Content (AIGC) is witnessing rapid advancements, particularly in video generation. This paper introduces AIGCBench, a pioneering comprehensive and scalable benchmark designed to…

计算机视觉与模式识别 · 计算机科学 2024-01-24 Fanda Fan , Chunjie Luo , Wanling Gao , Jianfeng Zhan

Video generation has many unique challenges beyond those of image generation. The temporal dimension introduces extensive possible variations across frames, over which consistency and continuity may be violated. In this study, we move…

计算机视觉与模式识别 · 计算机科学 2024-06-14 Weixi Feng , Jiachen Li , Michael Saxon , Tsu-jui Fu , Wenhu Chen , William Yang Wang