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The content of visual and audio scenes is multi-faceted such that a video can be paired with various audio and vice-versa. Thereby, in video-to-audio generation task, it is imperative to introduce steering approaches for controlling the…

Computer Vision and Pattern Recognition · Computer Science 2025-04-08 Xiulong Liu , Kun Su , Eli Shlizerman

Video diffusion models substantially boost the productivity of artistic workflows with high-quality portrait video generative capacity. However, prevailing pipelines are primarily constrained to single-shot creation, while real-world…

Computer Vision and Pattern Recognition · Computer Science 2025-06-23 Jiahao Wang , Hualian Sheng , Sijia Cai , Weizhan Zhang , Caixia Yan , Yachuang Feng , Bing Deng , Jieping Ye

Generating long, cohesive video stories with consistent characters is a significant challenge for current text-to-video AI. We introduce a method that approaches video generation in a filmmaker-like manner. Instead of creating a video in…

Computer Vision and Pattern Recognition · Computer Science 2025-12-22 Chayan Jain , Rishant Sharma , Archit Garg , Ishan Bhanuka , Pratik Narang , Dhruv Kumar

Maintaining consistent characters, props, and environments across multiple shots is a central challenge in narrative video generation. Existing models can produce high-quality short clips but often fail to preserve entity identity and…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Jinsong Zhou , Yihua Du , Xinli Xu , Luozhou Wang , Zijie Zhuang , Yehang Zhang , Shuaibo Li , Xiaojun Hu , Bolan Su , Ying-cong Chen

Human communication combines speech with expressive nonverbal cues such as hand gestures that serve manifold communicative functions. Yet, current generative gesture generation approaches are restricted to simple, repetitive beat gestures…

Human-Computer Interaction · Computer Science 2025-10-21 Hendric Voss , Stefan Kopp

Generating natural language questions from visual scenes, known as Visual Question Generation (VQG), has been explored in the recent past where large amounts of meticulously labeled data provide the training corpus. However, in practice, it…

Computer Vision and Pattern Recognition · Computer Science 2023-01-09 Anurag Roy , David Johnson Ekka , Saptarshi Ghosh , Abir Das

With the tremendously increasing number of videos, there is a great demand for techniques that help people quickly navigate to the video segments they are interested in. However, current works on video understanding mainly focus on video…

Computer Vision and Pattern Recognition · Computer Science 2022-09-02 Qi Lv , Ziqiang Cao , Wenrui Xie , Derui Wang , Jingwen Wang , Zhiwei Hu , Tangkun Zhang , Ba Yuan , Yuanhang Li , Min Cao , Wenjie Li , Sujian Li , Guohong Fu

The continuous development of foundational models for video generation is evolving into various applications, with subject-consistent video generation still in the exploratory stage. We refer to this as Subject-to-Video, which extracts…

Computer Vision and Pattern Recognition · Computer Science 2025-04-11 Lijie Liu , Tianxiang Ma , Bingchuan Li , Zhuowei Chen , Jiawei Liu , Gen Li , Siyu Zhou , Qian He , Xinglong Wu

Generative AI is reshaping the media landscape, enabling unprecedented capabilities in video creation, personalization, and scalability. This paper presents a comprehensive SWOT analysis of Metas Movie Gen, a cutting-edge generative AI…

Artificial Intelligence · Computer Science 2024-12-06 Abul Ehtesham , Saket Kumar , Aditi Singh , Tala Talaei Khoei

With the explosive growth of digital entertainment, automated video summarization has become indispensable for applications such as content indexing, personalized recommendation, and efficient media archiving. Automatic synopsis generation…

Computer Vision and Pattern Recognition · Computer Science 2026-03-16 Yizhi Li , Xiaohan Chen , Miao Jiang , Wentao Tang , Gaoang Wang

State-of-the-art text-to-video models excel at generating isolated clips but fall short of creating the coherent, multi-shot narratives, which are the essence of storytelling. We bridge this "narrative gap" with HoloCine, a model that…

Computer Vision and Pattern Recognition · Computer Science 2025-10-24 Yihao Meng , Hao Ouyang , Yue Yu , Qiuyu Wang , Wen Wang , Ka Leong Cheng , Hanlin Wang , Yixuan Li , Cheng Chen , Yanhong Zeng , Yujun Shen , Huamin Qu

Visual storytelling aims to generate a narrative paragraph from a sequence of images automatically. Existing approaches construct text description independently for each image and roughly concatenate them as a story, which leads to the…

Computation and Language · Computer Science 2020-11-02 Ruize Wang , Zhongyu Wei , Ying Cheng , Piji Li , Haijun Shan , Ji Zhang , Qi Zhang , Xuanjing Huang

Spatio-temporal consistency is a critical research topic in video generation. A qualified generated video segment must ensure plot plausibility and coherence while maintaining visual consistency of objects and scenes across varying…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Runze Zhang , Guoguang Du , Xiaochuan Li , Qi Jia , Liang Jin , Lu Liu , Jingjing Wang , Cong Xu , Zhenhua Guo , Yaqian Zhao , Xiaoli Gong , Rengang Li , Baoyu Fan

For recent diffusion-based generative models, maintaining consistent content across a series of generated images, especially those containing subjects and complex details, presents a significant challenge. In this paper, we propose a new…

Computer Vision and Pattern Recognition · Computer Science 2024-05-03 Yupeng Zhou , Daquan Zhou , Ming-Ming Cheng , Jiashi Feng , Qibin Hou

Existing video generation models struggle to follow complex text prompts and synthesize multiple objects, raising the need for additional grounding input for improved controllability. In this work, we propose to decompose videos into visual…

Computer Vision and Pattern Recognition · Computer Science 2025-01-15 Weixi Feng , Chao Liu , Sifei Liu , William Yang Wang , Arash Vahdat , Weili Nie

Recent advances in AI-generated content (AIGC) have significantly accelerated animation production. To produce engaging animations, it is essential to generate coherent multi-shot video clips with narrative scripts and character references.…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Lu Qiu , Yizhuo Li , Yuying Ge , Yixiao Ge , Ying Shan , Xihui Liu

The zero-shot scenario for speech generation aims at synthesizing a novel unseen voice with only one utterance of the target speaker. Although the challenges of adapting new voices in zero-shot scenario exist in both stages -- acoustic…

Sound · Computer Science 2022-07-06 Yi Lei , Shan Yang , Jian Cong , Lei Xie , Dan Su

While video foundation models excel at single-shot generation, real-world cinematic storytelling inherently relies on complex multi-shot sequencing. Further progress is constrained by the absence of datasets that address three core…

Computer Vision and Pattern Recognition · Computer Science 2026-05-12 Haojie Zhang , Di Wu , Bingyan Liu , Linjie Zhong , Yuancheng Wei , Xingsong Ye , Nanqing Liu , Yaling Liang

Recent advances in Chain-of-Thought (CoT) reasoning have improved complex video understanding, but existing methods often struggle to adapt to domain-specific skills (e.g., event detection, spatial relation understanding, emotion…

Computer Vision and Pattern Recognition · Computer Science 2025-10-27 Daeun Lee , Jaehong Yoon , Jaemin Cho , Mohit Bansal

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…

Computer Vision and Pattern Recognition · Computer Science 2021-06-29 Doyeon Kim , Donggyu Joo , Junmo Kim
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