Browsing by Author "Wang, Hongyu"
Now showing items 1-4 of 4
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A comparison of machine learning methods for cross-domain few-shot learning
(Springer, 2020)We present an empirical evaluation of machine learning algorithms in cross-domain few-shot learning based on a fixed pre-trained feature extractor. Experiments were performed in five target domains (CropDisease, EuroSAT, ... -
Experiments in cross-domain few-shot learning for image classification
(Informa UK Limited, 2022)Cross-domain few-shot learning has many practical applications. This paper attempts to shed light on suitable configurations of feature exactors and ‘shallow’ classifiers in this machine learning setting. We apply ResNet-based ... -
Experiments in cross-domain few-shot learning for image classification: extended abstract
(PMLR, 2022)We summarise experiments (Wang et al., 2022) evaluating cross-domain few-shot learning (CDFSL) with feature extractors trained on ImageNet. The work explores the transfer performance of extracted features on five target ... -
Metaheuristic optimization of insulin infusion protocols using historical data with validation using a patient simulator
(World Scientific, 2021)Metaheuristic search algorithms are used to develop new protocols for optimal intravenous insulin infusion rate recommendations in scenarios involving hospital in-patients with Type 1 Diabetes. Two metaheuristic search ...
