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Audio is indispensable for real-world video, yet generation models have largely overlooked audio components. Current approaches to producing audio-visual content often rely on cascaded pipelines, which increase cost, accumulate errors, and…

Sora unveils the potential of scaling Diffusion Transformer for generating photorealistic images and videos at arbitrary resolutions, aspect ratios, and durations, yet it still lacks sufficient implementation details. In this technical…

While proprietary systems such as Seedance-2.0 have achieved remarkable success in omni-capable video generation, open-source alternatives significantly lag behind. Most academic models remain heavily fragmented, and the few existing…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Kaihang Pan , Qi Tian , Jianwei Zhang , Weijie Kong , Jiangfeng Xiong , Yanxin Long , Shixue Zhang , Haiyi Qiu , Tan Wang , Zheqi Lv , Yue Wu , Liefeng Bo , Siliang Tang , Zhao Zhong

To mitigate the risk of harmful outputs from large vision models (LVMs), we introduce the SafeSora dataset to promote research on aligning text-to-video generation with human values. This dataset encompasses human preferences in…

计算机视觉与模式识别 · 计算机科学 2024-06-21 Josef Dai , Tianle Chen , Xuyao Wang , Ziran Yang , Taiye Chen , Jiaming Ji , Yaodong Yang

The generative AI revolution has recently expanded to videos. Nevertheless, current state-of-the-art video models are still lagging behind image models in terms of visual quality and user control over the generated content. In this work, we…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Michal Geyer , Omer Bar-Tal , Shai Bagon , Tali Dekel

The recently developed Sora model [1] has exhibited remarkable capabilities in video generation, sparking intense discussions regarding its ability to simulate real-world phenomena. Despite its growing popularity, there is a lack of…

计算机视觉与模式识别 · 计算机科学 2024-02-28 Xuanyi Li , Daquan Zhou , Chenxu Zhang , Shaodong Wei , Qibin Hou , Ming-Ming Cheng

From professional filmmaking to user-generated content, creators and consumers have long recognized that the power of video depends on the harmonious integration of what we hear (the video's audio track) with what we see (the video's image…

Recent advances in video diffusion models have enabled the generation of high-quality videos. However, these videos still suffer from unrealistic deformations, semantic violations, and physical inconsistencies that are largely rooted in the…

计算机视觉与模式识别 · 计算机科学 2025-11-04 Shurui Gui , Deep Anil Patel , Xiner Li , Martin Renqiang Min

Despite the promise of synthesizing high-fidelity videos, Diffusion Transformers (DiTs) with 3D full attention suffer from expensive inference due to the complexity of attention computation and numerous sampling steps. For example, the…

计算机视觉与模式识别 · 计算机科学 2025-02-18 Hangliang Ding , Dacheng Li , Runlong Su , Peiyuan Zhang , Zhijie Deng , Ion Stoica , Hao Zhang

Text-to-video (T2V) generation has recently garnered significant attention thanks to the large multi-modality model Sora. However, T2V generation still faces two important challenges: 1) Lacking a precise open sourced high-quality dataset.…

计算机视觉与模式识别 · 计算机科学 2025-02-14 Kepan Nan , Rui Xie , Penghao Zhou , Tiehan Fan , Zhenheng Yang , Zhijie Chen , Xiang Li , Jian Yang , Ying Tai

This paper proposes a video editor based on OpenShot with several state-of-the-art facial video editing algorithms as added functionalities. Our editor provides an easy-to-use interface to apply modern lip-syncing algorithms interactively.…

计算机视觉与模式识别 · 计算机科学 2021-10-19 Anchit Gupta , Faizan Farooq Khan , Rudrabha Mukhopadhyay , Vinay P. Namboodiri , C. V. Jawahar

A hallmark of human intelligence is the ability to create complex artifacts through structured multi-step processes. Generating procedural tutorials with AI is a longstanding but challenging goal, facing three key obstacles: (1) scarcity of…

计算机视觉与模式识别 · 计算机科学 2025-02-06 Yiren Song , Cheng Liu , Mike Zheng Shou

Collecting multi-view driving scenario videos to enhance the performance of 3D visual perception tasks presents significant challenges and incurs substantial costs, making generative models for realistic data an appealing alternative. Yet,…

计算机视觉与模式识别 · 计算机科学 2025-04-29 Junpeng Jiang , Gangyi Hong , Miao Zhang , Hengtong Hu , Kun Zhan , Rui Shao , Liqiang Nie

Diffusion based video generation has received extensive attention and achieved considerable success within both the academic and industrial communities. However, current efforts are mainly concentrated on single-objective or single-task…

计算机视觉与模式识别 · 计算机科学 2024-01-18 Ludan Ruan , Lei Tian , Chuanwei Huang , Xu Zhang , Xinyan Xiao

Despite the recent progress of audio-driven video generation, existing methods mostly focus on driving facial movements, leading to non-coherent head and body dynamics. Moving forward, it is desirable yet challenging to generate holistic…

As two of the five traditional human senses (sight, hearing, taste, smell, and touch), vision and sound are basic sources through which humans understand the world. Often correlated during natural events, these two modalities combine to…

计算机视觉与模式识别 · 计算机科学 2018-06-04 Yipin Zhou , Zhaowen Wang , Chen Fang , Trung Bui , Tamara L. Berg

Diffusion-based generative models have demonstrated exceptional promise in the video super-resolution (VSR) task, achieving a substantial advancement in detail generation relative to prior methods. However, these approaches face significant…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Zhongdao Wang , Guodongfang Zhao , Jingjing Ren , Bailan Feng , Shifeng Zhang , Wenbo Li

Spoken dialogue is a primary source of information in videos; therefore, accurately identifying who spoke what and when is essential for deep video understanding. We introduce D-ORCA, a \textbf{d}ialogue-centric \textbf{o}mni-modal large…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Changli Tang , Tianyi Wang , Fengyun Rao , Jing Lyu , Chao Zhang

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 advancements in diffusion models have revolutionized video generation, enabling the creation of high-quality, temporally consistent videos. However, generating high frame-rate (FPS) videos remains a significant challenge due to…

计算机视觉与模式识别 · 计算机科学 2025-06-03 Geunmin Hwang , Hyun-kyu Ko , Younghyun Kim , Seungryong Lee , Eunbyung Park