Joint Dictionaries for Zero-Shot Learning

no code implementations • 12 Sep 2017 • Soheil Kolouri, Mohammad Rostami, Yuri Owechko, Kyungnam Kim

A classic approach toward zero-shot learning (ZSL) is to map the input domain to a set of semantically meaningful attributes that could be used later on to classify unseen classes of data (e. g. visual data).

Attribute Dictionary Learning +1

Zero Shot Learning via Multi-Scale Manifold Regularization

no code implementations • CVPR 2017 • Shay Deutsch, Soheil Kolouri, Kyungnam Kim, Yuri Owechko, Stefano Soatto

We address zero-shot learning using a new manifold alignment framework based on a localized multi-scale transform on graphs.

Zero-Shot Learning