3 papers
cs.CV2024
Dual-Level Cross-Modal Contrastive Clustering
Haixin Zhang, Yongjun Li, Dong Huang
Image clustering, which involves grouping images into different clusters without labels, is a key task in unsupervised learning. Although previous deep clustering methods have achi…
cs.CV2024
Deep Clustering with Diffused Sampling and Hardness-aware Self-distillation
Hai-Xin Zhang, Dong Huang
Deep clustering has gained significant attention due to its capability in learning clustering-friendly representations without labeled data. However, previous deep clustering metho…
cs.CV2024
Towards Efficient and Effective Deep Clustering with Dynamic Grouping and Prototype Aggregation
Haixin Zhang, Dong Huang
Previous contrastive deep clustering methods mostly focus on instance-level information while overlooking the member relationship within groups/clusters, which may significantly un…