17 citations · 30 across the 3 of their papers we have counts for
3 papers
q-bio.NC2026
Dissociating spatial frequency reliance from adversarial robustness advantages in neurally guided deep convolutional neural networks
Zhenan Shao, Tianyu Ren, Chengxiao Wang +2
Deep convolutional neural networks (DCNNs) have rivaled humans on many visual tasks, yet they remain vulnerable to near-imperceptible perturbations generated by adversarial attacks…
q-bio.NC2016★ 17 cited
Invariant recognition drives neural representations of action sequences
Andrea Tacchetti, Leyla Isik, Tomaso Poggio
Recognizing the actions of others from visual stimuli is a crucial aspect of human visual perception that allows individuals to respond to social cues. Humans are able to identify…
cs.LG2014★ 13 cited
Computational role of eccentricity dependent cortical magnification
Tomaso Poggio, Jim Mutch, Leyla Isik
We develop a sampling extension of M-theory focused on invariance to scale and translation. Quite surprisingly, the theory predicts an architecture of early vision with increasing…