Toward Few-Shot Learning in the Open World : A Review and Beyond

Human intelligence is characterized by our ability to absorb and apply knowledge from the world around us, especially in rapidly acquiring new concepts from minimal examples, underpinned by prior knowledge. Few-shot learning (FSL) aims to mimic this capacity by enabling significant generalizations a...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 11 vom: 01. Okt., Seite 10420-10440
1. Verfasser: Xue, Hui (VerfasserIn)
Weitere Verfasser: An, Yuexuan, Qin, Yongchun, Li, Wenqian, Wu, Yixin, Che, Yongjuan, Fang, Pengfei, Zhang, Min-Ling
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article