3 papers
cs.CV2026
Deep Image Clustering Based on Curriculum Learning and Density Information
Haiyang Zheng, Ruilin Zhang, Hongpeng Wang
Image clustering is one of the crucial techniques in multimedia analytics and knowledge discovery. Recently, the Deep clustering method (DC), characterized by its ability to perfor…
cs.CV2026
TDEC: Deep Embedded Image Clustering with Transformer and Distribution Information
Ruilin Zhang, Haiyang Zheng, Hongpeng Wang
Image clustering is a crucial but challenging task in multimedia machine learning. Recently the combination of clustering with deep learning has achieved promising performance agai…
cs.CV2026
CNMBI: Determining the Number of Clusters Using Center Pairwise Matching and Boundary Filtering
Ruilin Zhang, Haiyang Zheng, Hongpeng Wang
One of the main challenges in data mining is choosing the optimal number of clusters without prior information. Notably, existing methods are usually in the philosophy of cluster v…