yl-1993 / learn-to-cluster

Learning to Cluster Faces (CVPR 2019, CVPR 2020)

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Merging two clusters

nik13 opened this issue · comments

Hi @yl-1993 , thanks for sharing the work. Really informative and well structured.

I wanted to know, is there any way to merge 2 clusters to create 1 Custer as an output? Thanks.

Hi @nik13 , for merging two clusters to create 1 cluster, basically I come up with two ideas.
(1) You may leverage the idea of cluster proposal and try to evaluate the quality of merged clusters. For example, you can design different merge strategies to create a lot of proposal and use a trained gcn-d to select the best one.
(2) You can refer to another paper from our group, which exploits imitation learning for cluster merging problem.