ESA: Annotation-Efficient Active Learning for Semantic Segmentation

Active learning enhances annotation efficiency by selecting the most revealing samples for labeling, thereby reducing reliance on extensive human input. Previous methods in semantic segmentation have centered on individual pixels or small areas, neglecting the rich patterns in natural images and the...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	arXiv.org 2024-08
Hauptverfasser:	Ge, Jinchao, Zhang, Zeyu, Phan, Minh Hieu, Bowen, Zhang, Liu, Akide, Zhao, Yang
Format:	Artikel
Sprache:	eng
Schlagworte:	Annotations Design optimization Image annotation Image contrast Image enhancement Image segmentation Learning Pixels Semantic segmentation Semantics Target masking
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!