Search Results for author: Jiatai Wang

Found 5 papers, 0 papers with code

Towards Generalized Multi-stage Clustering: Multi-view Self-distillation

no code implementations29 Oct 2023 Jiatai Wang, Zhiwei Xu, Xin Wang, Tao Li

MVC aims at exploring common semantics and pseudo-labels from multiple views and clustering in a self-supervised manner.

Clustering Contrastive Learning +1

Hierarchical Mutual Information Analysis: Towards Multi-view Clustering in The Wild

no code implementations28 Oct 2023 Jiatai Wang, Zhiwei Xu, Xuewen Yang, Xin Wang

Multi-view clustering (MVC) can explore common semantics from unsupervised views generated by different sources, and thus has been extensively used in applications of practical computer vision.

Clustering

Self-supervised Multi-view Clustering in Computer Vision: A Survey

no code implementations18 Sep 2023 Jiatai Wang, Zhiwei Xu, Xuewen Yang, Hailong Li, Bo Li, Xuying Meng

However, as contrastive learning continues to evolve within the field of computer vision, self-supervised learning has also made substantial research progress and is progressively becoming dominant in MVC methods.

Clustering Contrastive Learning +3

Clustering-Induced Generative Incomplete Image-Text Clustering (CIGIT-C)

no code implementations28 Sep 2022 Dongjin Guo, Xiaoming Su, Jiatai Wang, Limin Liu, Zhiyong Pei, Zhiwei Xu

2) For missing data, the representations generated by existing methods are rarely guaranteed to suit clustering tasks.

Clustering Text Clustering +1

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