Balanced and robust unsupervised Open Set Domain Adaptation via joint adversarial alignment and unknown class isolation

F Gao, D Pi, J Chen - Expert Systems with Applications, 2024 - Elsevier
Abstract Open Set Domain Adaptation aims to implement knowledge transfer from the label-
rich source domain to the label-sparse or unlabeled target domain in the scenario where the …

Collaborative Learning of Diverse Experts for Source-free Universal Domain Adaptation

M Shen, Y Lu, Y Hu, AJ Ma - Proceedings of the 31st ACM International …, 2023 - dl.acm.org
Source-free universal domain adaptation (SFUniDA) is a challenging yet practical problem
that adapts the source model to the target domain in the presence of distribution and …

Self-labeling framework for open-set domain adaptation with few labeled samples

Q Yu, G Irie, K Aizawa - IEEE Transactions on Multimedia, 2023 - ieeexplore.ieee.org
Unsupervised domain adaptation (UDA) is extremely effective for transferring knowledge
from a label-rich source domain to a label-scarce target domain. Because the target domain …

Open Set Dandelion Network for IoT Intrusion Detection

J Wu, H Dai, KB Kent, J Yen, C Xu… - ACM Transactions on …, 2024 - dl.acm.org
As Internet of Things devices become widely used in the real-world, it is crucial to protect
them from malicious intrusions. However, the data scarcity of IoT limits the applicability of …

Linking unknown characters via oracle bone inscriptions retrieval

F Gao, X Chen, B Li, Y Liu, R Jiang, Y Han - Multimedia Systems, 2024 - Springer
Retrieving useful information from existing collections of oracle bone rubbing images plays a
pivotal role in the study of oracle bone inscription decipherment. However, current systems …

Linking Unknown Characters Via Oracle Bone Inscriptions Retrieval

X Chen, B Li, Y Liu, Y Han, R Jiang… - Available at SSRN …, 2023 - papers.ssrn.com
Searching for related information among numerous raw materials (rubbing images) is a
crucial step in deciphering unknown Oracle Bone Inscription (OBI) characters. Existing OBI …