Linhuang Xie — accepted AI-conference papers

2025

Exploring Semantic Consistency and Style Diversity for Domain Generalized Semantic Segmentation

Hongwei Niu, Linhuang Xie, Jianghang Lin, Shengchuan Zhang

AAAI 2025technical

Domain Generalized Semantic Segmentation (DGSS) seeks to utilize source domain data exclusively to enhance the generalization of semantic segmentation across unknown target domains. Prevailing studies predominantly concentrate on feature normalization and domain randomization, these approaches exhib…

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2025

K-hop Hypergraph Neural Network: A Comprehensive Aggregation Approach

Linhuang Xie, Shihao Gao, Jie Liu, Ming Yin, Taisong Jin

AAAI 2025technical

The powerful capability of HyperGraph Neural Networks (HGNNs) in modeling intricate, high-order relationships among multiple data samples stems primarily from their ability to aggregate both the direct neighborhood features of individual nodes and those associated with hyperedges. However, the limit…

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