Effective and Generalizable Graph-Based Clustering for Faces in the Wild

Table 3

Comparison of clustering results in the Extended Yale-B database.

Method	F-measure	FBcubed	Clusters
ResNet-29 + k-means ()	0.653	0.703	38
ResNet-29 + k-means ()	0.624	0.661	42
ResNet-29 + k-means ()	0.250	0.271	310
ResNet-29 + GLC	0.737	0.787	310
Approximate Rank-order [7]	—	—	—
ConPaC [4]	—	—	—
ResNet-29 + Approximate Rank-order	0.646	0.788	125
ResNet-29 + ours (proposed)	0.837	0.888	42

The true number of identities is 38, and the total number of face images is 2,414.