Domain Separation Graph Neural Networks for Saliency Object Ranking

Z Wu, J Lu, J Han, L Bai, Y Zhang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Saliency object ranking (SOR) has attracted significant attention recently. Previous methods
usually failed to explicitly explore the saliency degree-related relationships between objects …

Cooperative Scene-Event Modelling for Acoustic Scene Classification

Y Hou, B Kang, A Mitchell, W Wang… - … ACM transactions on …, 2023 - ieeexplore.ieee.org
Acoustic scene classification (ASC) can be helpful for creating context awareness for
intelligent robots. Humans naturally use the relations between acoustic scenes (AS) and …

[HTML][HTML] AI-Empowered Multimodal Hierarchical Graph-Based Learning for Situation Awareness on Enhancing Disaster Responses

J Chen, KP Seng, LM Ang, J Smith, H Xu - Future Internet, 2024 - mdpi.com
Situational awareness (SA) is crucial in disaster response, enhancing the understanding of
the environment. Social media, with its extensive user base, offers valuable real-time …

[HTML][HTML] Graph-Based Audio Classification Using Pre-Trained Models and Graph Neural Networks

AE Castro-Ospina, MA Solarte-Sanchez… - Sensors, 2024 - mdpi.com
Sound classification plays a crucial role in enhancing the interpretation, analysis, and use of
acoustic data, leading to a wide range of practical applications, of which environmental …

MERG: Multi-Dimensional Edge Representation Generation Layer for Graph Neural Networks

Y Song, C Luo, A Jackson, X Jia, W Xie… - ICASSP 2024-2024 …, 2024 - ieeexplore.ieee.org
Edges are essential in describing relationships among nodes. While existing graphs
frequently use a single-value edge to describe association between each pair of node …