Header

UZH-Logo

Maintenance Infos

Towards Using Semantic-Web Technologies for Multi-Modal Knowledge Graph Construction


Baumgartner, Matthias; Rossetto, Luca; Bernstein, Abraham (2020). Towards Using Semantic-Web Technologies for Multi-Modal Knowledge Graph Construction. In: MM '20: The 28th ACM International Conference on Multimedia, Seattle WA USA, 12 November 2020 - 16 November 2020, 4645-4649.

Abstract

While a multitude of approaches for extracting semantic information from multimedia documents has emerged in recent years, isolating any form of holistic semantic representation from a larger type of document, such as a movie, is not yet feasible. In this paper we present our approaches used in the first instance of the Deep Video Understanding Challenge, using a combination of several multi-modal detectors and an integration scheme informed by methods from the semantic web context in order to determine the capabilities limitations of currently available methods for the extraction of semantic relations between the characters and locations relevant to the narrative of a movie.

Abstract

While a multitude of approaches for extracting semantic information from multimedia documents has emerged in recent years, isolating any form of holistic semantic representation from a larger type of document, such as a movie, is not yet feasible. In this paper we present our approaches used in the first instance of the Deep Video Understanding Challenge, using a combination of several multi-modal detectors and an integration scheme informed by methods from the semantic web context in order to determine the capabilities limitations of currently available methods for the extraction of semantic relations between the characters and locations relevant to the narrative of a movie.

Statistics

Citations

Dimensions.ai Metrics

Altmetrics

Downloads

36 downloads since deposited on 13 Oct 2020
36 downloads since 12 months
Detailed statistics

Additional indexing

Item Type:Conference or Workshop Item (Paper), refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Informatics
Dewey Decimal Classification:000 Computer science, knowledge & systems
Language:English
Event End Date:16 November 2020
Deposited On:13 Oct 2020 09:32
Last Modified:13 Oct 2020 19:30
Publisher:ACM
ISBN:9781450379885
OA Status:Hybrid
Publisher DOI:https://doi.org/10.1145/3394171.3416292
Other Identification Number:merlin-id:19868

Download

Hybrid Open Access

Download PDF  'Towards Using Semantic-Web Technologies for Multi-Modal Knowledge Graph Construction'.
Preview
Content: Published Version
Filetype: PDF
Size: 429kB
View at publisher