121 citations · 181 across the 3 of their papers we have counts for
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cs.CV2023★ 10 cited
Improving neural network representations using human similarity judgments
Lukas Muttenthaler, Lorenz Linhardt, Jonas Dippel +4
Deep neural networks have reached human-level performance on many computer vision tasks. However, the objectives used to train these networks enforce only that similar images are e…
cs.CV2019★ 121 cited
The Origins and Prevalence of Texture Bias in Convolutional Neural Networks
Katherine L. Hermann, Ting Chen, Simon Kornblith
Recent work has indicated that, unlike humans, ImageNet-trained CNNs tend to classify images by texture rather than by shape. How pervasive is this bias, and where does it come fro…