Partial domain adaptation for scene classification from remote sensing imagery

J Zheng, Y Zhao, W Wu, M Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Although domain adaptation approaches have been proposed to tackle cross-regional,
multitemporal, and multisensor remote sensing applications since they do not require any …

Multidomain adaptation with sample and source distillation

K Li, J Lu, H Zuo, G Zhang - IEEE Transactions on Cybernetics, 2023 - ieeexplore.ieee.org
Unsupervised multidomain adaptation attracts increasing attention as it delivers richer
information when tackling a target task from an unlabeled target domain by leveraging the …

Selective Adversarial Adaptation Learning via Exclusive Regularization for Partial Domain Adaptation

P Li, L Shen, H Ling, L Wu, Q Wang… - 2021 International Joint …, 2021 - ieeexplore.ieee.org
In consideration of the suitability for the application scenario, partial domain adaptation is
more significant and more valuable than traditional domain adaptation. Most existing partial …

Deep Neural Networks for Multi-Source Transfer Learning

K Li - 2022 - opus.lib.uts.edu.au
Transfer learning is gaining incredible attention due to its ability to leverage previously
acquired knowledge from source domain to assist in completing a task in a similar target …