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Composed Video Retrieval (CoVR) aims to find a target video given a reference video and a textual modification. Prior work assumes the modification text fully specifies the visual changes, overlooking after-effects and implicit consequences…

Composed video retrieval (CoVR) is a challenging problem in computer vision which has recently highlighted the integration of modification text with visual queries for more sophisticated video search in large databases. Existing works…

计算机视觉与模式识别 · 计算机科学 2024-03-26 Omkar Thawakar , Muzammal Naseer , Rao Muhammad Anwer , Salman Khan , Michael Felsberg , Mubarak Shah , Fahad Shahbaz Khan

With the rapid growth of video data, Composed Video Retrieval (CVR) has emerged as a novel paradigm in video retrieval and is receiving increasing attention from researchers. Unlike unimodal video retrieval methods, the CVR task takes a…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Zixu Li , Yupeng Hu , Zhiwei Chen , Qinlei Huang , Guozhi Qiu , Zhiheng Fu , Meng Liu

Composed Video Retrieval (CoVR) aims to retrieve a target video from a large gallery using a reference video and a textual query specifying visual modifications. However, existing benchmarks consider only visual changes, ignoring videos…

计算机视觉与模式识别 · 计算机科学 2026-02-02 Gyuwon Han , Young Kyun Jang , Chanho Eom

Composed video retrieval is a challenging task that strives to retrieve a target video based on a query video and a textual description detailing specific modifications. Standard retrieval frameworks typically struggle to handle the…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Omkar Thawakar , Dmitry Demidov , Ritesh Thawkar , Rao Muhammad Anwer , Mubarak Shah , Fahad Shahbaz Khan , Salman Khan

Composed Video Retrieval (CoVR) facilitates video retrieval by combining visual and textual queries. However, existing CoVR frameworks typically fuse multimodal inputs in a single stage, achieving only marginal gains over initial baseline.…

计算机视觉与模式识别 · 计算机科学 2026-01-26 Yuqian Zheng , Mariana-Iuliana Georgescu

Retrieving user-specified objects from complex scenes remains a challenging task, especially when queries are ambiguous or involve multiple similar objects. Existing open-vocabulary detectors operate in a one-shot manner, lacking the…

计算机视觉与模式识别 · 计算机科学 2026-02-20 Pourya Shamsolmoali , Masoumeh Zareapoor , Eric Granger , Yue Lu

Current vision-language retrieval aims to perform cross-modal instance search, in which the core idea is to learn the consistent visionlanguage representations. Although the performance of cross-modal retrieval has greatly improved with the…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Yang Yang , Zhongtian Fu , Xiangyu Wu , Wenjie Li

Self-reflection mechanisms that rely on purely text-based rethinking processes perform well in most multimodal tasks. However, when directly applied to long-form video understanding scenarios, they exhibit clear limitations. The fundamental…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Jiaze Li , Hao Yin , Wenhui Tan , Jingyang Chen , Boshen Xu , Yuxun Qu , Yijing Chen , Jianzhong Ju , Zhenbo Luo , Jian Luan

The Visual Object Information Retrieval (VOIR) system described in this paper implements an image retrieval approach that combines two layers, the conceptual and the visual layer. It uses terms from a textual thesaurus to represent the…

信息检索 · 计算机科学 2008-09-30 Jose Torres , Luis Paulo Reis

Composed Video Retrieval (CoVR) aims to retrieve a video based on a query video and a modifying text. Current CoVR methods fail to fully exploit modern Vision-Language Models (VLMs), either using outdated architectures or requiring…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Gabriele Serussi , David Vainshtein , Jonathan Kouchly , Dotan Di Castro , Chaim Baskin

Conversational search aims to retrieve passages containing essential information to answer queries in a multi-turn conversation. In conversational search, reformulating context-dependent conversational queries into stand-alone forms is…

信息检索 · 计算机科学 2024-04-09 Yunah Jang , Kang-il Lee , Hyunkyung Bae , Hwanhee Lee , Kyomin Jung

In this work, we tackle the problem of text-to-video retrieval (T2VR). Inspired by the success of late interaction techniques in text-document, text-image, and text-video retrieval, our approach, Video-ColBERT, introduces a simple and…

计算机视觉与模式识别 · 计算机科学 2025-06-11 Arun Reddy , Alexander Martin , Eugene Yang , Andrew Yates , Kate Sanders , Kenton Murray , Reno Kriz , Celso M. de Melo , Benjamin Van Durme , Rama Chellappa

Reflective and textureless surfaces such as windows, mirrors, and walls can be a challenge for object and scene reconstruction. These surfaces are often poorly reconstructed and filled with depth discontinuities and holes, making it…

计算机视觉与模式识别 · 计算机科学 2021-10-07 Justin Wilson , Nicholas Rewkowski , Ming C. Lin , Henry Fuchs

We propose a method to recommend background music for videos. Current work rarely considers the emotional information of music, which is essential for video music retrieval. To achieve this, we design two paths to process content…

多媒体 · 计算机科学 2022-11-17 Xin Gu , Yinghua Shen , Chaohui Lv

In Composed Video Retrieval, a video and a textual description which modifies the video content are provided as inputs to the model. The aim is to retrieve the relevant video with the modified content from a database of videos. In this…

计算机视觉与模式识别 · 计算机科学 2024-07-24 Thomas Hummel , Shyamgopal Karthik , Mariana-Iuliana Georgescu , Zeynep Akata

In this paper we present an approach for supporting users in the difficult task of searching for video. We use collaborative feedback mined from the interactions of earlier users of a video search system to help users in their current…

信息检索 · 计算机科学 2009-08-07 Frank Hopfgartner , David Vallet , Martin Halvey , Joemon Jose

Humans have the ability to learn novel compositional concepts by recalling and generalizing primitive concepts acquired from past experiences. Inspired by this observation, in this paper, we propose MetaReVision, a retrieval-enhanced…

计算与语言 · 计算机科学 2023-11-06 Guangyue Xu , Parisa Kordjamshidi , Joyce Chai

In recent years, significant developments have been made in both video retrieval and video moment retrieval tasks, which respectively retrieve complete videos or moments for a given text query. These advancements have greatly improved user…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Ning Han , Yawen Zeng , Shaohua Long , Chengqing Li , Sijie Yang , Dun Tan , Jianfeng Dong , Jingjing Chen

Composed Image Retrieval (CoIR) has recently gained popularity as a task that considers both text and image queries together, to search for relevant images in a database. Most CoIR approaches require manually annotated datasets, comprising…

计算机视觉与模式识别 · 计算机科学 2025-04-02 Lucas Ventura , Antoine Yang , Cordelia Schmid , Gül Varol
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