From Instance to Metric Calibration : A Unified Framework for Open-World Few-Shot Learning

Robust few-shot learning (RFSL), which aims to address noisy labels in few-shot learning, has recently gained considerable attention. Existing RFSL methods are based on the assumption that the noise comes from known classes (in-domain), which is inconsistent with many real-world scenarios where the...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 8 vom: 10. Aug., Seite 9757-9773
1. Verfasser: An, Yuexuan (VerfasserIn)
Weitere Verfasser: Xue, Hui, Zhao, Xingyu, Wang, Jing
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article