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Recent advances in multimodal large language models (MLLMs) have expanded research in video understanding, primarily focusing on high-level tasks such as video captioning and question-answering. Meanwhile, a smaller body of work addresses…

Computer Vision and Pattern Recognition · Computer Science 2025-04-04 Ali Athar , Xueqing Deng , Liang-Chieh Chen

Natural language descriptions sometimes accompany visualizations to better communicate and contextualize their insights, and to improve their accessibility for readers with disabilities. However, it is difficult to evaluate the usefulness…

Human-Computer Interaction · Computer Science 2021-10-12 Alan Lundgard , Arvind Satyanarayan

In this paper we present VideoSET, a method for Video Summary Evaluation through Text that can evaluate how well a video summary is able to retain the semantic information contained in its original video. We observe that semantics is most…

Computer Vision and Pattern Recognition · Computer Science 2014-06-24 Serena Yeung , Alireza Fathi , Li Fei-Fei

We present an efficient framework that can generate a coherent paragraph to describe a given video. Previous works on video captioning usually focus on video clips. They typically treat an entire video as a whole and generate the caption…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Yilei Xiong , Bo Dai , Dahua Lin

Video summarization techniques have been proven to improve the overall user experience when it comes to accessing and comprehending video content. If the user's preference is known, video summarization can identify significant information…

Computer Vision and Pattern Recognition · Computer Science 2024-11-07 Brian Chen , Xiangyuan Zhao , Yingnan Zhu

This paper proposes a practical multimodal video summarization task setting and a dataset to train and evaluate the task. The target task involves summarizing a given video into a predefined number of keyframe-caption pairs and displaying…

Computation and Language · Computer Science 2023-12-05 Keito Kudo , Haruki Nagasawa , Jun Suzuki , Nobuyuki Shimizu

A generic video summary is an abridged version of a video that conveys the whole story and features the most important scenes. Yet the importance of scenes in a video is often subjective, and users should have the option of customizing the…

Computer Vision and Pattern Recognition · Computer Science 2021-12-09 Medhini Narasimhan , Anna Rohrbach , Trevor Darrell

Many videos depict people, and it is their interactions that inform us of their activities, relation to one another and the cultural and social setting. With advances in human action recognition, researchers have begun to address the…

Computer Vision and Pattern Recognition · Computer Science 2020-06-24 Alexandros Stergiou , Ronald Poppe

Zero-Shot Action Recognition has attracted attention in the last years and many approaches have been proposed for recognition of objects, events and actions in images and videos. There is a demand for methods that can classify instances…

Computer Vision and Pattern Recognition · Computer Science 2021-12-17 Valter Estevam , Helio Pedrini , David Menotti

We introduce MotionScript, a novel framework for generating highly detailed, natural language descriptions of 3D human motions. Unlike existing motion datasets that rely on broad action labels or generic captions, MotionScript provides…

Computer Vision and Pattern Recognition · Computer Science 2025-10-20 Payam Jome Yazdian , Rachel Lagasse , Hamid Mohammadi , Eric Liu , Li Cheng , Angelica Lim

A comparative study of various techniques which can be used for summarization of Videos i.e. Video to Video conversion is presented along with respective architecture, results, strengths and shortcomings. In all approaches, a lengthy video…

Computer Vision and Pattern Recognition · Computer Science 2021-01-22 Ravi Raj , Varad Bhatnagar , Aman Kumar Singh , Sneha Mane , Nilima Walde

The increase in the availability of online videos has transformed the way we access information and knowledge. A growing number of individuals now prefer instructional videos as they offer a series of step-by-step procedures to accomplish…

Computation and Language · Computer Science 2023-09-22 Deepak Gupta , Kush Attal , Dina Demner-Fushman

Human motion generation aims to generate natural human pose sequences and shows immense potential for real-world applications. Substantial progress has been made recently in motion data collection technologies and generation methods, laying…

Computer Vision and Pattern Recognition · Computer Science 2023-11-16 Wentao Zhu , Xiaoxuan Ma , Dongwoo Ro , Hai Ci , Jinlu Zhang , Jiaxin Shi , Feng Gao , Qi Tian , Yizhou Wang

Artificial Intelligence (AI) and its applications have sparked extraordinary interest in recent years. This achievement can be ascribed in part to advances in AI subfields including Machine Learning (ML), Computer Vision (CV), and Natural…

Computer Vision and Pattern Recognition · Computer Science 2023-01-02 Rufai Yusuf Zakari , Jim Wilson Owusu , Hailin Wang , Ke Qin , Zaharaddeen Karami Lawal , Yuezhou Dong

Video restoration and enhancement are critical not only for improving visual quality, but also as essential pre-processing steps to boost the performance of a wide range of downstream computer vision tasks. This survey presents a…

Computer Vision and Pattern Recognition · Computer Science 2025-07-14 Alexandra Malyugina , Yini Li , Joanne Lin , Nantheera Anantrasirichai

Scene classification, aiming at classifying a scene image to one of the predefined scene categories by comprehending the entire image, is a longstanding, fundamental and challenging problem in computer vision. The rise of large-scale…

Computer Vision and Pattern Recognition · Computer Science 2021-02-23 Delu Zeng , Minyu Liao , Mohammad Tavakolian , Yulan Guo , Bolei Zhou , Dewen Hu , Matti Pietikäinen , Li Liu

Standard video and movie description tasks abstract away from person identities, thus failing to link identities across sentences. We propose a multi-sentence Identity-Aware Video Description task, which overcomes this limitation and…

Computer Vision and Pattern Recognition · Computer Science 2020-08-25 Jae Sung Park , Trevor Darrell , Anna Rohrbach

360{\deg} videos in recent years have experienced booming development. Compared to traditional videos, 360{\deg} videos are featured with uncertain user behaviors, bringing opportunities as well as challenges. Datasets are necessary for…

Multimedia · Computer Science 2022-08-09 Yili Jin , Junhua Liu , Fangxin Wang , Shuguang Cui

Video understanding is an important problem in computer vision. Currently, the well-studied task in this research is human action recognition, where the clips are manually trimmed from the long videos, and a single class of human action is…

Computer Vision and Pattern Recognition · Computer Science 2022-10-21 Yi Liu , Xuan Zhang , Ying Li , Guixin Liang , Yabing Jiang , Lixia Qiu , Haiping Tang , Fei Xie , Wei Yao , Yi Dai , Yu Qiao , Yali Wang

Video editing increasingly demands the ability to incorporate specific real-world instances into existing footage, yet current approaches fundamentally fail to capture the unique visual characteristics of particular subjects and ensure…

Computer Vision and Pattern Recognition · Computer Science 2025-03-11 Shaobin Zhuang , Zhipeng Huang , Binxin Yang , Ying Zhang , Fangyikang Wang , Canmiao Fu , Chong Sun , Zheng-Jun Zha , Chen Li , Yali Wang