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Traditional video summarization methods generate fixed video representations regardless of user interest. Therefore such methods limit users' expectations in content search and exploration scenarios. Multi-modal video summarization is one…

计算机视觉与模式识别 · 计算机科学 2021-04-27 Jia-Hong Huang , Luka Murn , Marta Mrak , Marcel Worring

This paper proposes a novel generative video compression framework that leverages motion pattern priors, derived from subtle dynamics in common scenes (e.g., swaying flowers or a boat drifting on water), rather than relying on video content…

计算机视觉与模式识别 · 计算机科学 2025-12-11 Shanzhi Yin , Zihan Zhang , Bolin Chen , Shiqi Wang , Yan Ye

Recent developments in Transformers have achieved notable strides in enhancing video comprehension. Nonetheless, the O($N^2$) computation complexity associated with attention mechanisms presents substantial computational hurdles when…

计算机视觉与模式识别 · 计算机科学 2024-03-01 Yukun Feng , Yangming Shi , Fengze Liu , Tan Yan

We address the problem of scaling up the production of media content, including commentary and personalized news stories, for large-scale sports and music events worldwide. Our approach relies on generative AI models to transform a large…

Personalizing generative text-to-image models has seen remarkable progress, but extending this personalization to text-to-video models presents unique challenges. Unlike static concepts, personalizing text-to-video models has the potential…

With the tremendous growth of videos over the Internet, video thumbnails, providing video content previews, are becoming increasingly crucial to influencing users' online searching experiences. Conventional video thumbnails are generated…

计算机视觉与模式识别 · 计算机科学 2019-10-17 Yitian Yuan , Lin Ma , Wenwu Zhu

Manually re-drawing an image in a certain artistic style takes a professional artist a long time. Doing this for a video sequence single-handedly is beyond imagination. We present two computational approaches that transfer the style from…

计算机视觉与模式识别 · 计算机科学 2018-08-07 Manuel Ruder , Alexey Dosovitskiy , Thomas Brox

In this paper, we present an end-to-end pipeline for the creation of high-quality animatable volumetric video content of human performances. Going beyond the application of free-viewpoint volumetric video, we allow re-animation and…

计算机视觉与模式识别 · 计算机科学 2020-09-03 Anna Hilsmann , Philipp Fechteler , Wieland Morgenstern , Wolfgang Paier , Ingo Feldmann , Oliver Schreer , Peter Eisert

Recent advances in multimodal Large Language Models (LLMs) have shown great success in understanding multi-modal contents. For video understanding tasks, training-based video LLMs are difficult to build due to the scarcity of high-quality,…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Tingyu Qu , Mingxiao Li , Tinne Tuytelaars , Marie-Francine Moens

GIFs are enjoying increasing popularity on social media as a format for data-driven storytelling with visualization; simple visual messages are embedded in short animations that usually last less than 15 seconds and are played in automatic…

人机交互 · 计算机科学 2020-09-09 Xinhuan Shu , Aoyu Wu , Junxiu Tang , Benjamin Bach , Yingcai Wu , Huamin Qu

In online advertising scenario, sellers often create multiple creatives to provide comprehensive demonstrations, making it essential to present the most appealing design to maximize the Click-Through Rate (CTR). However, sellers generally…

信息检索 · 计算机科学 2024-01-23 Hao Yang , Jianxin Yuan , Shuai Yang , Linhe Xu , Shuo Yuan , Yifan Zeng

AI-generated content has attracted lots of attention recently, but photo-realistic video synthesis is still challenging. Although many attempts using GANs and autoregressive models have been made in this area, the visual quality and length…

计算机视觉与模式识别 · 计算机科学 2023-03-21 Yingqing He , Tianyu Yang , Yong Zhang , Ying Shan , Qifeng Chen

Diffusion-based text-to-video generation has witnessed impressive progress in the past year yet still falls behind text-to-image generation. One of the key reasons is the limited scale of publicly available data (e.g., 10M video-text pairs…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Xiang Wang , Shiwei Zhang , Hangjie Yuan , Zhiwu Qing , Biao Gong , Yingya Zhang , Yujun Shen , Changxin Gao , Nong Sang

Short video streaming systems such as TikTok, YouTube Shorts, Instagram Reels, etc., have reached billions of active users worldwide. At the core of such systems are (proprietary) recommendation algorithms which recommend a sequence of…

社会与信息网络 · 计算机科学 2026-02-10 Maleeha Masood , Shreya Kannan , Zikun Liu , Deepak Vasisht , Indranil Gupta

Due to the remarkable progress of deep generative models, animating images has become increasingly efficient, whereas associated results have become increasingly realistic. Current animation-approaches commonly exploit structure…

计算机视觉与模式识别 · 计算机科学 2022-03-18 Yaohui Wang , Di Yang , Francois Bremond , Antitza Dantcheva

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

Convolutional video models have an order of magnitude larger computational complexity than their counterpart image-level models. Constrained by computational resources, there is no model or training method that can train long video…

计算机视觉与模式识别 · 计算机科学 2021-03-23 Bo Pang , Gao Peng , Yizhuo Li , Cewu Lu

Beyond traditional hybrid-based video codec, generative video codec could achieve promising compression performance by evolving high-dimensional signals into compact feature representations for bitstream compactness at the encoder side and…

计算机视觉与模式识别 · 计算机科学 2025-06-13 Bolin Chen , Ru-Ling Liao , Jie Chen , Yan Ye

Driving a high-quality and photorealistic full-body virtual human from a few RGB cameras is a challenging problem that has become increasingly relevant with emerging virtual reality technologies. A promising solution to democratize such…

图像与视频处理 · 电气工程与系统科学 2025-08-26 Anton Zubekhin , Heming Zhu , Paulo Gotardo , Thabo Beeler , Marc Habermann , Christian Theobalt

We tackle the long video generation problem, i.e.~generating videos beyond the output length of video generation models. Due to the computation resource constraints, video generation models can only generate video clips that are relatively…

计算机视觉与模式识别 · 计算机科学 2023-04-18 Hsin-Ping Huang , Yu-Chuan Su , Ming-Hsuan Yang