Search Results for author: Soma Minami

Found 2 papers, 1 papers with code

Deep Ensemble Collaborative Learning by using Knowledge-transfer Graph for Fine-grained Object Classification

no code implementations27 Mar 2021 Naoki Okamoto, Soma Minami, Tsubasa Hirakawa, Takayoshi Yamashita, Hironobu Fujiyoshi

In this study, we propose an ensemble method using knowledge transfer to improve the accuracy of ensembles by introducing a loss design that promotes diversity among networks in mutual learning.

Ensemble Learning General Classification +2

Knowledge Transfer Graph for Deep Collaborative Learning

1 code implementation10 Sep 2019 Soma Minami, Tsubasa Hirakawa, Takayoshi Yamashita, Hironobu Fujiyoshi

To achieve the knowledge transfer, we propose a novel graph representation called knowledge transfer graph that provides a unified view of the knowledge transfer and has the potential to represent diverse knowledge transfer patterns.

Knowledge Distillation Transfer Learning

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