V3C–a research video collection

L Rossetto, H Schuldt, G Awad, AA Butt - … 8–11, 2019, Proceedings, Part I …, 2019 - Springer
With the widespread use of smartphones as recording devices and the massive growth in
bandwidth, the number and volume of video collections has increased significantly in the …

Interactive video retrieval in the age of deep learning–detailed evaluation of VBS 2019

L Rossetto, R Gasser, J Lokoč, W Bailer… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Despite the fact that automatic content analysis has made remarkable progress over the last
decade-mainly due to significant advances in machine learning-interactive video retrieval is …

Lightweight attentional feature fusion: A new baseline for text-to-video retrieval

F Hu, A Chen, Z Wang, F Zhou, J Dong, X Li - European conference on …, 2022 - Springer
In this paper we revisit feature fusion, an old-fashioned topic, in the new context of text-to-
video retrieval. Different from previous research that considers feature fusion only at one …

V3C1 dataset: an evaluation of content characteristics

F Berns, L Rossetto, K Schoeffmann, C Beecks… - Proceedings of the …, 2019 - dl.acm.org
In this work we analyze content statistics of the V3C1 dataset, which is the first partition of
theVimeo Creative Commons Collection (V3C). The dataset has been designed to represent …

Attentive snippet prompting for video retrieval

S Chen, Q Xu, Y Ma, Y Qiao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The recent advance of video retrieval has been driven by large-scale visual-language
pretraining models. In particular, the state-of-the-art approaches are mainly based on …

Insights on the V3C2 dataset

L Rossetto, K Schoeffmann, A Bernstein - arXiv preprint arXiv:2105.01475, 2021 - arxiv.org
For research results to be comparable, it is important to have common datasets for
experimentation and evaluation. The size of such datasets, however, can be an obstacle to …

Link-rot in web-sourced multimedia datasets

V Lakic, L Rossetto, A Bernstein - International conference on multimedia …, 2023 - Springer
The Web is increasingly used as a source for content of datasets of various types, especially
multimedia content. These datasets are then often distributed as a collection of URLs …

What matters for ad-hoc video search? a large-scale evaluation on TRECVID

A Chen, F Hu, Z Wang, F Zhou… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
For quantifying progress in Ad-hoc Video Search (AVS), the annual TRECVID AVS task is an
important international evaluation. Solutions submitted by the task participants vary in terms …

Interactive search vs. automatic search: an extensive study on video retrieval

PA Nguyen, CW Ngo - ACM Transactions on Multimedia Computing …, 2021 - dl.acm.org
This article conducts user evaluation to study the performance difference between
interactive and automatic search. Particularly, the study aims to provide empirical insights of …

[PDF][PDF] The community and the crowd: Multimedia benchmark dataset development

M Larson, M Soleymani, M Eskevich… - IEEE …, 2012 - researchgate.net
Benchmarking has helped signifi-cantly advance the state of the art in multimedia
technologies. The key has been the concept of a benchmark task, which consists of a …