Search Results for author: Adam Breitholtz

Found 2 papers, 0 papers with code

Unsupervised domain adaptation by learning using privileged information

no code implementations16 Mar 2023 Adam Breitholtz, Anton Matsson, Fredrik D. Johansson

The latter is often violated in high-dimensional applications such as image classification which, despite this challenge, continues to serve as inspiration and benchmark for algorithm development.

Multi-Label Image Classification Unsupervised Domain Adaptation

Practicality of generalization guarantees for unsupervised domain adaptation with neural networks

no code implementations15 Mar 2023 Adam Breitholtz, Fredrik D. Johansson

We find that all bounds are vacuous and that sample generalization terms account for much of the observed looseness, especially when these terms interact with measures of domain shift.

Generalization Bounds Image Classification +1

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