Gary B. Huang
Hierarchical Representations for Face Verification with
Convolutional Deep Belief Networks.
IEEE Conference on Computer Vision and Pattern Recognition
This page shows all pairs from View 2 of LFW that were incorrectly
classified by all representations used in our system. As mentioned in
the paper, the pairs that are correctly classified by few to none of
the representations are heavily skewed toward matched pairs. Of the
50 pairs incorrectly classified by all representations, only three are
of mismatched pairs, highlighted in red below. This highlights the
large intra-class variations as a primary challenge in unconstrained
face verification, and suggests either trying to incorporate such
knowledge directly into the classifier, or learning such knowledge in
a less supervised manner, such as from video.
The above pair is actually correctly labeled as mismatched - see LFW Errata, Jim_OBrien