How well do models of visual cortex generalize to out of distribution samples?
Fig 4
Object recognition performance and neural predictivity.
A: Example images from five object recognition benchmarks. Due to copyright restriction, sample ImageNet images are publicly available images that are qualitatively similar to those within that dataset. B: Object recognition performance of five example neural network models on different benchmarks. Object recognition performance on out-of-distribution benchmarks are significantly lower than those obtained on the ImageNet validation set. C: Measures of object recognition performance do not correlate with neural predictivity scores on natural or synthetic domains.