Search Results for author: Hiroki Nakamura

Found 2 papers, 0 papers with code

Representation Synthesis by Probabilistic Many-Valued Logic Operation in Self-Supervised Learning

no code implementations8 Sep 2023 Hiroki Nakamura, Masashi Okada, Tadahiro Taniguchi

Moreover, experiments on image retrieval using MNIST and PascalVOC showed that the representations of our method can be operated by OR and AND operations.

Image Classification Image Generation +5

Representation Uncertainty in Self-Supervised Learning as Variational Inference

no code implementations ICCV 2023 Hiroki Nakamura, Masashi Okada, Tadahiro Taniguchi

In this study, a novel self-supervised learning (SSL) method is proposed, which considers SSL in terms of variational inference to learn not only representation but also representation uncertainties.

Representation Learning Self-Supervised Learning +1

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