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This paper proposes a novel lightweight thumbnail container-based summarization (LTC-SUM) framework for full feature-length videos. This framework generates a personalized keyshot summary for concurrent users by using the computational…

计算机视觉与模式识别 · 计算机科学 2022-10-06 Ghulam Mujtaba , Adeel Malik , Eun-Seok Ryu

Recent advancements in large video-language models have revolutionized video understanding tasks. However, their efficiency is significantly constrained by processing high volumes of visual tokens. Existing token compression strategies…

计算机视觉与模式识别 · 计算机科学 2025-09-10 Xiangchen Wang , Jinrui Zhang , Teng Wang , Haigang Zhang , Feng Zheng

The growth of Social Networks has fueled the habit of people logging their day-to-day activities, and long First-Person Videos (FPVs) are one of the main tools in this new habit. Semantic-aware fast-forward methods are able to decrease the…

计算机视觉与模式识别 · 计算机科学 2020-01-01 Washington L. S. Ramos , Michel M. Silva , Edson R. Araujo , Alan C. Neves , Erickson R. Nascimento

Lightweight Temporal Compression (LTC) is among the lossy stream compression methods that provide the highest compression rate for the lowest CPU and memory consumption. As such, it is well suited to compress data streams in…

信息论 · 计算机科学 2018-11-27 Bo Li , Omid Sarbishei , Hosein Nourani , Tristan Glatard

This thesis presents an innovative approach to automate video thumbnail selection for traditional broadcast content. Our methodology establishes stringent criteria for diverse, representative, and aesthetically pleasing thumbnails,…

计算机视觉与模式识别 · 计算机科学 2024-10-29 Elia Fantini

Video analytics are often performed as cloud services in edge settings, mainly to offload computation, and also in situations where the results are not directly consumed at the video sensors. Sending high-quality video data from the edge…

图像与视频处理 · 电气工程与系统科学 2023-07-27 Quazi Mishkatul Alam , Israat Haque , Nael Abu-Ghazaleh

Highlight detection models are typically trained to identify cues that make visual content appealing or interesting for the general public, with the objective of reducing a video to such moments. However, the "interestingness" of a video…

计算机视觉与模式识别 · 计算机科学 2018-08-08 Ana García del Molino , Michael Gygli

Training-free video large language models (LLMs) leverage pretrained Image LLMs to process video content without the need for further training. A key challenge in such approaches is the difficulty of retaining essential visual and temporal…

计算机视觉与模式识别 · 计算机科学 2025-03-17 Leqi Shen , Tao He , Guoqiang Gong , Fan Yang , Yifeng Zhang , Pengzhang Liu , Sicheng Zhao , Guiguang Ding

We introduce the novel problem of automatically generating animated GIFs from video. GIFs are short looping video with no sound, and a perfect combination between image and video that really capture our attention. GIFs tell a story, express…

计算机视觉与模式识别 · 计算机科学 2016-05-17 Michael Gygli , Yale Song , Liangliang Cao

While Text-To-Video (T2V) models have advanced rapidly, they continue to struggle with generating legible and coherent text within videos. In particular, existing models often fail to render correctly even short phrases or words and…

计算机视觉与模式识别 · 计算机科学 2025-11-11 Ziyang Liu , Kevin Valencia , Justin Cui

Every hour, huge amounts of visual contents are posted on social media and user-generated content platforms. To find relevant videos by means of a natural language query, text-video retrieval methods have received increased attention over…

计算机视觉与模式识别 · 计算机科学 2022-08-04 Alex Falcon , Giuseppe Serra , Oswald Lanz

Short video has witnessed rapid growth in the past few years in e-commerce platforms like Taobao. To ensure the freshness of the content, platforms need to release a large number of new videos every day, making conventional click-through…

信息检索 · 计算机科学 2022-09-14 Sihao Hu , Yi Cao , Yu Gong , Zhao Li , Yazheng Yang , Qingwen Liu , Shouling Ji

Artificial Intelligence Generated Content (AIGC) is leading a new technical revolution for the acquisition of digital content and impelling the progress of visual compression towards competitive performance gains and diverse functionalities…

计算机视觉与模式识别 · 计算机科学 2024-02-07 Bolin Chen , Shanzhi Yin , Peilin Chen , Shiqi Wang , Yan Ye

This paper proposes a generative method to dynamically simulate users' short video watching journey for watch time prediction in short video recommendation. Unlike existing methods that rely on multimodal features for video content…

信息检索 · 计算机科学 2025-09-23 Chao Feng , Yanze Zhang , Chenghao Zhang

Text-Image-to-Video (TI2V) generation aims to generate a video from an image following a text description, which is also referred to as text-guided image animation. Most existing methods struggle to generate videos that align well with the…

计算机视觉与模式识别 · 计算机科学 2025-03-25 Shijie Wang , Samaneh Azadi , Rohit Girdhar , Saketh Rambhatla , Chen Sun , Xi Yin

Time-sync comment (TSC) is a new form of user-interaction review associated with real-time video contents, which contains a user's preferences for videos and therefore well suited as the data source for video recommendations. However,…

多媒体 · 计算机科学 2019-08-09 Wenmian Yang , Wenyuan Gao , Xiaojie Zhou , Weijia Jia , Shaohua Zhang , Yutao Luo

This paper introduces an effective method for computation-efficient personalized style video generation without requiring access to any personalized video data. It reduces the necessary generation time of similarly sized video diffusion…

计算机视觉与模式识别 · 计算机科学 2024-10-17 Fu-Yun Wang , Zhaoyang Huang , Weikang Bian , Xiaoyu Shi , Keqiang Sun , Guanglu Song , Yu Liu , Hongsheng Li

With the recent popularity of animated GIFs on social media, there is need for ways to index them with rich metadata. To advance research on animated GIF understanding, we collected a new dataset, Tumblr GIF (TGIF), with 100K animated GIFs…

计算机视觉与模式识别 · 计算机科学 2016-04-13 Yuncheng Li , Yale Song , Liangliang Cao , Joel Tetreault , Larry Goldberg , Alejandro Jaimes , Jiebo Luo

Social media has created a global network where people can easily access and exchange vast information. This information gives rise to a variety of opinions, reflecting both positive and negative viewpoints. GIFs stand out as a multimedia…

计算机视觉与模式识别 · 计算机科学 2023-12-14 Aditi Aggarwal , Deepika Varshney , Saurabh Patel

Text-to-image generation models have seen considerable advancement, catering to the increasing interest in personalized image creation. Current customization techniques often necessitate users to provide multiple images (typically 3-5) for…

计算机视觉与模式识别 · 计算机科学 2024-05-28 Linhao Zhong , Yan Hong , Wentao Chen , Binglin Zhou , Yiyi Zhang , Jianfu Zhang , Liqing Zhang
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