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Related papers: Competitive Video Retrieval with vitrivr at the Vi…

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This paper presents an after-the-fact summary of the participation of the vitrivr system to the 2019 Video Browser Showdown. Analogously to last year's report, the focus of this paper lies on additions made since the original publication…

Multimedia · Computer Science 2019-02-28 Luca Rossetto , Mahnaz Amiri Parian , Ralph Gasser , Ivan Giangreco , Silvan Heller , Heiko Schuldt

This short paper provides further details of the diveXplore system (formerly known as CoViSS), which has been used by team ITEC1 for the Video Browser Showdown (VBS) 2018. In particular, it gives a short overview of search features and some…

Multimedia · Computer Science 2018-04-06 Klaus Schoeffmann , Bernd Münzer , Jürgen Primus , Andreas Leibetseder

This short paper provides further details of the Sloth Search System, which was developed by the NECTEC team for the Video Browser Showdown (VBS) 2018.

Multimedia · Computer Science 2018-06-05 Nattachai Watcharapinchai , Sitapa Rujikietgumjorn , Sanparith Marukatat

This short paper presents the video browsing tool of VIREO team which has been used in the Video Browser Showdown 2018. All added functions in the final version are introduced and experiences gained from the benchmark are also shared.

Information Retrieval · Computer Science 2018-05-31 Phuong Anh Nguyen , Yi-Jie Lu , Hao Zhang , Chong-Wah Ngo

We present a new video understanding pentathlon challenge, an open competition held in conjunction with the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2020. The objective of the challenge was to explore and evaluate…

Continuously participating since the sixth Video Browser Showdown (VBS2017), diveXplore is a veteran interactive search system that throughout its lifetime has offered and evaluated numerous features. After undergoing major refactoring for…

Multimedia · Computer Science 2025-08-29 Andreas Leibetseder , Klaus Schoeffmann

Video-text retrieval has many real-world applications such as media analytics, surveillance, and robotics. This paper presents the 1st place solution to the video retrieval track of the ICCV VALUE Challenge 2021. We present a simple yet…

Computer Vision and Pattern Recognition · Computer Science 2021-10-13 Aiden Seungjoon Lee , Hanseok Oh , Minjoon Seo

In this paper, we introduce the Multi-Modal Video Reasoning and Analyzing Competition (MMVRAC) workshop in conjunction with ICCV 2021. This competition is composed of four different tracks, namely, video question answering, skeleton-based…

Computer Vision and Pattern Recognition · Computer Science 2021-08-20 Haoran Peng , He Huang , Li Xu , Tianjiao Li , Jun Liu , Hossein Rahmani , Qiuhong Ke , Zhicheng Guo , Cong Wu , Rongchang Li , Mang Ye , Jiahao Wang , Jiaxu Zhang , Yuanzhong Liu , Tao He , Fuwei Zhang , Xianbin Liu , Tao Lin

This report presents the results of the 13th Video Browser Showdown, held at the 2024 International Conference on Multimedia Modeling on the 29th of January 2024 in Amsterdam, the Netherlands.

Multimedia · Computer Science 2025-02-25 Luca Rossetto , Klaus Schoeffmann , Cathal Gurrin , Jakub Lokoč , Werner Bailer

The large number of user-generated videos uploaded on to the Internet everyday has led to many commercial video search engines, which mainly rely on text metadata for search. However, metadata is often lacking for user-generated videos,…

According to our experience from VBS2023 and the feedback from the IVR4B special session at CBMI2023, we have largely revised the diveXplore system for VBS2024. It now integrates OpenCLIP trained on the LAION-2B dataset for image/text…

Multimedia · Computer Science 2025-08-29 Klaus Schoeffmann , Sahar Nasirihaghighi

Video-Text Retrieval (VTR) aims to search for the most relevant video related to the semantics in a given sentence, and vice versa. In general, this retrieval task is composed of four successive steps: video and textual feature…

Computer Vision and Pattern Recognition · Computer Science 2023-02-27 Cunjuan Zhu , Qi Jia , Wei Chen , Yanming Guo , Yu Liu

The visual appearance of a webpage carries valuable information about its quality and can be used to improve the performance of learning to rank (LTR). We introduce the Visual learning TO Rank (ViTOR) model that integrates state-of-the-art…

Information Retrieval · Computer Science 2019-03-08 Bram van den Akker , Ilya Markov , Maarten de Rijke

The growth of multimedia collections - in terms of size, heterogeneity, and variety of media types - necessitates systems that are able to conjointly deal with several forms of media, especially when it comes to searching for particular…

Multimedia · Computer Science 2019-02-12 Ralph Gasser , Luca Rossetto , Heiko Schuldt

In this paper, we describe in details VISIONE, a video search system that allows users to search for videos using textual keywords, occurrence of objects and their spatial relationships, occurrence of colors and their spatial relationships,…

Computer Vision and Pattern Recognition · Computer Science 2021-03-19 Giuseppe Amato , Paolo Bolettieri , Fabio Carrara , Franca Debole , Fabrizio Falchi , Claudio Gennaro , Lucia Vadicamo , Claudio Vairo

We present a retrieval based system for landmark retrieval and recognition challenge.There are five parts in retrieval competition system, including feature extraction and matching to get candidates queue; database augmentation and query…

Computer Vision and Pattern Recognition · Computer Science 2019-06-18 Kaibing Chen , Cheng Cui , Yuning Du , Xianglong Meng , Hui Ren

The Video Browser Showdown (VBS) challenges systems to deliver accurate results under strict time constraints. To meet this demand, we present Fusionista2.0, a streamlined video retrieval system optimized for speed and usability. All core…

Computer Vision and Pattern Recognition · Computer Science 2026-02-19 Huy M. Le , Dat Tien Nguyen , Phuc Binh Nguyen , Gia Bao Le Tran , Phu Truong Thien , Cuong Dinh , Minh Nguyen , Nga Nguyen , Thuy T. N. Nguyen , Tan Nhat Nguyen , Binh T. Nguyen

As a longstanding participating system in the annual Video Browser Showdown (VBS2017-VBS2020) as well as in two iterations of the more recently established Lifelog Search Challenge (LSC2018-LSC2019), diveXplore is developed as a…

Multimedia · Computer Science 2025-08-29 Andreas Leibetseder , Klaus Schoeffmann

This paper is a description of the CVC4 SMT solver as entered into the 2018 SMT Competition. We only list important differences from the 2017 SMT Competition version of CVC4. For further and more detailed information about CVC4, please…

The TREC Video Retrieval Evaluation (TRECVID) 2019 was a TREC-style video analysis and retrieval evaluation, the goal of which remains to promote progress in research and development of content-based exploitation and retrieval of…

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