Generalization of CNNs on Relational Reasoning With Bar Charts

This paper presents a systematic study of the generalization of convolutional neural networks (CNNs) and humans on relational reasoning tasks with bar charts. We first revisit previous experiments on graphical perception and update the benchmark performance of CNNs. We then test the generalization p...

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Veröffentlicht in:	IEEE transactions on visualization and computer graphics 2024-09, Vol.PP, p.1-15
Hauptverfasser:	Cui, Zhenxing, Chen, Lu, Wang, Yunhai, Haehn, Daniel, Wang, Yong, Pfister, Hanspeter
Format:	Artikel
Sprache:	eng
Schlagworte:	Bars Cognition Convolutional neural networks Data visualization Encoding generalization evaluation graphical perception relational reasioning Training Visualization
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