A Generalized Few-Shot Object Detection Method via Extraction of Base-Novel Commonality With Memory Distillation of Category Prototypes

Generalized few-shot object detection aims to improve detection accuracy for novel classes while maintaining high performance on base classes. Traditional fine-tuning approaches often blur feature boundaries, leading to misclassification of novel samples as base classes or background. Additionally,...

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Veröffentlicht in:IEEE transactions on circuits and systems for video technology Jg. 35; H. 7; S. 6979 - 6992
Hauptverfasser: Su, Junchi, Gao, Xin, Lu, Heping, Li, Baofeng, Zhai, Feng, Fang, Xiao, Wang, Taizhi, Li, Qiangwei
Format: Journal Article
Sprache:Englisch
Veröffentlicht: New York IEEE 01.07.2025
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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ISSN:1051-8215, 1558-2205
Online-Zugang:Volltext
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