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KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles

2022-11-06 18:44:04
Dominik Filipiak, Anna Fensel, Agata Filipowska

Abstract

We propose KGTN-ens, a framework extending the recent Knowledge Graph Transfer Network (KGTN) in order to incorporate multiple knowledge graph embeddings at a small cost. We evaluate it with different combinations of embeddings in a few-shot image classification task. We also construct a new knowledge source - Wikidata embeddings - and evaluate it with KGTN and KGTN-ens. Our approach outperforms KGTN in terms of the top-5 accuracy on the ImageNet-FS dataset for the majority of tested settings.

Abstract (translated)

URL

https://arxiv.org/abs/2211.03199

PDF

https://arxiv.org/pdf/2211.03199.pdf


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