Face Recognition from Caption-Based Supervision

作者:Matthieu Guillaumin, Thomas Mensink, Jakob Verbeek, Cordelia Schmid

摘要

In this paper, we present methods for face recognition using a collection of images with captions. We consider two tasks: retrieving all faces of a particular person in a data set, and establishing the correct association between the names in the captions and the faces in the images. This is challenging because of the very large appearance variation in the images, as well as the potential mismatch between images and their captions.

论文关键词:Face recognition, Metric learning, Weakly supervised learning, Face retrieval, Constrained clustering

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论文官网地址:https://doi.org/10.1007/s11263-011-0447-x