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Kyungnam Kim

2 accepted papers

2018

Image to Image Translation for Domain Adaptation

CVPR 2018poster

We propose a general framework for unsupervised domain adaptation, which allows deep neural networks trained on a source domain to be tested on a different target domain without requiring any training annotations in the target domain. This is achieved by adding extra networks and losses that help re…

Cited by 919Source ↗PDF ↗Scholar ↗
2017

Zero Shot Learning via Multi-Scale Manifold Regularization

CVPR 2017poster

We address zero-shot learning using a new manifold alignment framework based on a localized multi-scale transform on graphs. Our inference approach includes a smoothness criterion for a function mapping nodes on a graph (visual representation) onto a linear space (semantic representation), which we…

Cited by 50PDF ↗Scholar ↗