2 papers
cs.LG2025
A Rigorous Behavior Assessment of CNNs Using a Data-Domain Sampling Regime
Shuning Jiang, Wei-Lun Chao, Daniel Haehn +2
We present a data-domain sampling regime for quantifying CNNs' graphic perception behaviors. This regime lets us evaluate CNNs' ratio estimation ability in bar charts from three pe…
cs.CV2025
Generalization of CNNs on Relational Reasoning with Bar Charts
Zhenxing Cui, Lu Chen, Yunhai Wang +3
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 prev…