paper-with-me

Papers

IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs

2024-01-24 · Bruno Sartini

Iconography and iconology are fundamental domains when it comes to understanding artifacts of cultural heritage. Iconography deals with the study and interpretation of visual elements depicted in artifacts and their symbolism, while iconology delves deeper, exploring the underlying cultural and historical meanings. Despite the advances in representing cultural heritage with Linked Open Data (LOD), recent studies show persistent gaps in the representation of iconographic and iconological statements in current knowledge graphs (KGs). To address them, this paper presents IICONGRAPH, a KG that was created by refining and extending the iconographic and iconological statements of ArCo (the Italian KG of cultural heritage) and Wikidata. The development of IICONGRAPH was also driven by a series of requirements emerging from research case studies that were unattainable in the non-reengineered versions of the KGs. The evaluation results demonstrate that IICONGRAPH not only outperforms ArCo and Wikidata through domain-specific assessments from the literature but also serves as a robust platform for addressing the formulated research questions. IICONGRAPH is released and documented in accordance with the FAIR principles to guarantee the resource's reusability. The algorithms used to create it and assess the research questions have also been made available to ensure transparency and reproducibility. While future work focuses on ingesting more data into the KG, and on implementing it as a backbone of LLM-based question answering systems, the current version of IICONGRAPH still emerges as a valuable asset, contributing to the evolving landscape of cultural heritage representation within Knowledge Graphs, the Semantic Web, and beyond.

📄 PDF Abstract BibTeX arXiv:2402.00048

Code (0)

등록된 구현이 없습니다.

Tasks

Knowledge GraphsQuestion Answering

Similar Papers 제목 키워드 기반

Modelling Art Interpretation and Meaning. A Data Model for Describing Iconology and Iconography

2021-06-23 · S. Baroncini, M. Daquino, F. Tomasi

Iconology is a branch of art history that investigates the meaning of artworks in relation to their social and cultural background. Nowadays, several interdisciplinary research fields leverage theoretical frameworks clos…

A Preliminary Survey of Semantic Descriptive Model for Images

2025-01-13 · Chengxi Yan, Jie Jian, Yang Li

Considering the lack of a unified framework for image description and deep cultural analysis at the subject level in the field of Ancient Chinese Paintings (ACP), this study utilized the Beijing Palace Museum's ACP colle…

DescriptiveImage DescriptionSurveyTerm Extraction

Iconographic Classification and Content-Based Recommendation for Digitized Artworks

2026-02-23 · Krzysztof Kutt, Maciej Baczyński arxiv

We present a proof-of-concept system that automates iconographic classification and content-based recommendation of digitized artworks using the Iconclass vocabulary and selected artificial intelligence methods. The prot…

Object Detection

Biomedical Knowledge Graph Embeddings with Negative Statements

2023-08-07 · Rita T. Sousa, Sara Silva, Heiko Paulheim, Catia Pesquita

A knowledge graph is a powerful representation of real-world entities and their relations. The vast majority of these relations are defined as positive statements, but the importance of negative statements is increasingl…

Graph EmbeddingGraph Representation LearningKnowledge Graph EmbeddingKnowledge Graph Embeddings+5

Benchmark datasets for biomedical knowledge graphs with negative statements

2023-07-21 · Rita T. Sousa, Sara Silva, Catia Pesquita

Knowledge graphs represent facts about real-world entities. Most of these facts are defined as positive statements. The negative statements are scarce but highly relevant under the open-world assumption. Furthermore, the…

Disease PredictionKnowledge Graph EmbeddingsKnowledge GraphsPrediction+1