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相关论文: Localizing Moments in Video with Natural Language

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We address the problem of video moment localization with natural language, i.e. localizing a video segment described by a natural language sentence. While most prior work focuses on grounding the query as a whole, temporal dependencies and…

多媒体 · 计算机科学 2019-08-13 Songyang Zhang , Jinsong Su , Jiebo Luo

Localizing moments in a longer video via natural language queries is a new, challenging task at the intersection of language and video understanding. Though moment localization with natural language is similar to other language and vision…

计算机视觉与模式识别 · 计算机科学 2018-09-06 Lisa Anne Hendricks , Oliver Wang , Eli Shechtman , Josef Sivic , Trevor Darrell , Bryan Russell

Video Moment Retrieval, which aims to locate in-context video moments according to a natural language query, is an essential task for cross-modal grounding. Existing methods focus on enhancing the cross-modal interactions between all…

计算机视觉与模式识别 · 计算机科学 2024-08-15 Kaijing Ma , Han Fang , Xianghao Zang , Chao Ban , Lanxiang Zhou , Zhongjiang He , Yongxiang Li , Hao Sun , Zerun Feng , Xingsong Hou

This paper focuses on tackling the problem of temporal language localization in videos, which aims to identify the start and end points of a moment described by a natural language sentence in an untrimmed video. However, it is non-trivial…

计算机视觉与模式识别 · 计算机科学 2021-10-13 Zongmeng Zhang , Xianjing Han , Xuemeng Song , Yan Yan , Liqiang Nie

We introduce the task of retrieving relevant video moments from a large corpus of untrimmed, unsegmented videos given a natural language query. Our task poses unique challenges as a system must efficiently identify both the relevant videos…

计算机视觉与模式识别 · 计算机科学 2022-02-24 Victor Escorcia , Mattia Soldan , Josef Sivic , Bernard Ghanem , Bryan Russell

Prior works on text-based video moment localization focus on temporally grounding the textual query in an untrimmed video. These works assume that the relevant video is already known and attempt to localize the moment on that relevant video…

计算机视觉与模式识别 · 计算机科学 2021-11-10 Sudipta Paul , Niluthpol Chowdhury Mithun , Amit K. Roy-Chowdhury

We address the problem of retrieving a specific moment from an untrimmed video by natural language. It is a challenging problem because a target moment may take place in the context of other temporal moments in the untrimmed video. Existing…

计算机视觉与模式识别 · 计算机科学 2021-10-26 Songyang Zhang , Houwen Peng , Jianlong Fu , Yijuan Lu , Jiebo Luo

Video moment localization, also known as video moment retrieval, aiming to search a target segment within a video described by a given natural language query. Beyond the task of temporal action localization whereby the target actions are…

计算机视觉与模式识别 · 计算机科学 2023-06-14 Meng Liu , Liqiang Nie , Yunxiao Wang , Meng Wang , Yong Rui

Query-based moment retrieval aims to localize the most relevant moment in an untrimmed video according to the given natural language query. Existing works often only focus on one aspect of this emerging task, such as the query…

信息检索 · 计算机科学 2019-07-30 Zhu Zhang , Zhijie Lin , Zhou Zhao , Zhenxin Xiao

We address the problem of retrieving a specific moment from an untrimmed video by a query sentence. This is a challenging problem because a target moment may take place in relations to other temporal moments in the untrimmed video. Existing…

计算机视觉与模式识别 · 计算机科学 2020-12-29 Songyang Zhang , Houwen Peng , Jianlong Fu , Jiebo Luo

Recent progress in using recurrent neural networks (RNNs) for image description has motivated the exploration of their application for video description. However, while images are static, working with videos requires modeling their dynamic…

Detecting customized moments and highlights from videos given natural language (NL) user queries is an important but under-studied topic. One of the challenges in pursuing this direction is the lack of annotated data. To address this issue,…

计算机视觉与模式识别 · 计算机科学 2021-11-30 Jie Lei , Tamara L. Berg , Mohit Bansal

We address the problem of language-based temporal localization of moments in untrimmed videos. Compared to temporal localization with fixed categories, this problem is more challenging as the language-based queries have no predefined…

计算机视觉与模式识别 · 计算机科学 2020-06-19 Madhawa Vidanapathirana , Supriya Pandhre , Sonia Raychaudhuri , Anjali Khurana

This research strives for natural language moment retrieval in long, untrimmed video streams. The problem is not trivial especially when a video contains multiple moments of interests and the language describes complex temporal…

计算机视觉与模式识别 · 计算机科学 2019-05-21 Da Zhang , Xiyang Dai , Xin Wang , Yuan-Fang Wang , Larry S. Davis

We address the challenging task of cross-modal moment retrieval, which aims to localize a temporal segment from an untrimmed video described by a natural language query. It poses great challenges over the proper semantic alignment between…

计算机视觉与模式识别 · 计算机科学 2022-08-22 Kun Liu , Huadong Ma , Chuang Gan

This paper studies the task of temporal moment localization in a long untrimmed video using natural language query. Given a query sentence, the goal is to determine the start and end of the relevant segment within the video. Our key…

计算机视觉与模式识别 · 计算机科学 2020-10-14 Cristian Rodriguez-Opazo , Edison Marrese-Taylor , Basura Fernando , Hongdong Li , Stephen Gould

We tackle the task of video moment retrieval (VMR), which aims to localize a specific moment in a video according to a textual query. Existing methods primarily model the matching relationship between query and moment by complex cross-modal…

计算机视觉与模式识别 · 计算机科学 2021-06-04 Xun Yang , Fuli Feng , Wei Ji , Meng Wang , Tat-Seng Chua

Video moment retrieval pursues an efficient and generalized solution to identify the specific temporal segments within an untrimmed video that correspond to a given language description. To achieve this goal, we provide a generative…

计算机视觉与模式识别 · 计算机科学 2023-10-12 Pandeng Li , Chen-Wei Xie , Hongtao Xie , Liming Zhao , Lei Zhang , Yun Zheng , Deli Zhao , Yongdong Zhang

Automatically describing a video with natural language is regarded as a fundamental challenge in computer vision. The problem nevertheless is not trivial especially when a video contains multiple events to be worthy of mention, which often…

计算机视觉与模式识别 · 计算机科学 2018-04-24 Yehao Li , Ting Yao , Yingwei Pan , Hongyang Chao , Tao Mei

The task of moment localization is to localize a temporal moment in an untrimmed video for a given natural language query. Since untrimmed video contains highly redundant contents, the quality of the query is crucial for accurately…

计算机视觉与模式识别 · 计算机科学 2023-06-07 Wenfeng Yan , Shaoxiang Chen , Zuxuan Wu , Yu-Gang Jiang
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