Guided Zoom : Zooming into Network Evidence to Refine Fine-Grained Model Decisions

In state-of-the-art deep single-label classification models, the top- k (k=2,3,4, ...) accuracy is usually significantly higher than the top-1 accuracy. This is more evident in fine-grained datasets, where differences between classes are quite subtle. Exploiting the information provided in the top k...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 43(2021), 11 vom: 25. Nov., Seite 4196-4202
1. Verfasser: Bargal, Sarah Adel (VerfasserIn)
Weitere Verfasser: Zunino, Andrea, Petsiuk, Vitali, Zhang, Jianming, Saenko, Kate, Murino, Vittorio, Sclaroff, Stan
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2021
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article