Scene Graph Generation Approach with Integrated Environmental Contextual Information

Scene graphs depict entities and their relationships in images, enabling tasks like semantic understanding. Current research focuses on entity and relationship recognition and generation efficiency. However, image environmental information is significant but often overlooked. Integrating it with scene graphs enhances computer proficiency in multiple domains. This paper addresses the lack of environmental information in scene graphs. It uses multimodal pre-training models to recognize street-view image environmental info and incorporates it into scene graphs. After introducing related tech basis, it proposes a recognition method and verifies it via experiments.

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Publication Details

Published
2025-03-28
DOI
https://doi.org/10.1109/cacml64929.2025.11010975
Primary Topic
Geographic Information Systems Studies
Type
article
Field-Weighted Citation Impact
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article

Scene Graph Generation Approach with Integrated Environmental Contextual Information

Yiran Tao, Yong Sun, Yin Zhu, Binghui Li
Geographic Information Systems Studies
article

Scene Graph Generation Approach with Integrated Environmental Contextual Information

Yiran Tao, Yong Sun, Yin Zhu, Binghui Li
article en

Abstract

Scene graphs depict entities and their relationships in images, enabling tasks like semantic understanding. Current research focuses on entity and relationship recognition and generation efficiency. However, image environmental information is significant but often overlooked. Integrating it with scene graphs enhances computer proficiency in multiple domains. This paper addresses the lack of environmental information in scene graphs. It uses multimodal pre-training models to recognize street-view image environmental info and incorporates it into scene graphs. After introducing related tech basis, it proposes a recognition method and verifies it via experiments.

PLA Information Engineering University (CN)
Climate action
Openalex Percentile: Top 86%
Geographic Information Systems Studies
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Scene Graph Generation Approach with Integrated Environmental Contextual Information — Yiran Tao, Yong Sun, et al. · (2025) | TGRS Research Map | TGRS