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Deng Xu

3 accepted papers

2026

Semantic-Augmented Image Clustering via Adaptive Multi-Modal Collaboration

AAAI 2026technical

Image clustering is a fundamental task in unsupervised visual learning. While recent self-supervised methods have explored various pretext tasks to generate supervision signals for clustering, they typically depend exclusively on raw images, resulting in insufficient supervision signals that are inh

Cited by 0SourcePDFScholar
2025

Fast Incomplete Multi-view Clustering with Adaptive Similarity Completion and Reconstruction

AAAI 2025technical

Recently, anchor-based incomplete multi-view clustering (IMVC) has been widely adopted for fast clustering, but most existing approaches still encounter some issues: (1) They generally rely on the observed samples to construct anchor graphs, ignoring the potentially useful information of missing ins…

2024

Continual Multi-View Clustering with Consistent Anchor Guidance

IJCAI 2024poster

Multi-view clustering (MVC) has recently attracted much attention. Most existing approaches are designed for fixed multi-view data, and cannot deal with the common streaming data in real world. In this paper, we address this problem by proposing a consistent Anchor guided Continual MVC (ACMVC) metho…

Cited by 6SourcePDFScholar