Tiago Marques

Visual experience instructs the organization of cortical feedback inputs to primary visual cortex.

The paper shows that visual experience shapes the retinotopic organization of cortical feedback inputs to primary visual cortex in mice.

Multi-scale hierarchical neural network models that bridge from single neurons in the primate primary visual cortex to object recognition behavior

The paper builds and evaluates hierarchical neural network models to approximate primate V1 neurons and shows their alignment with human object recognition behavior.

Simulating a Primary Visual Cortex at the Front of CNNs Improves Robustness to Image Perturbations

A fixed-weight, biologically parameterised V1 front-end gives standard image classifiers adversarial and corruption robustness at no extra training cost; its simulated neuronal noise drives most of the adversarial gain.

Wiring Up Vision: Minimizing Supervised Synaptic Updates Needed to Produce a Primate Ventral Stream

This paper reduces the number of supervised synaptic updates needed to model the primate ventral visual stream, achieving 80% of the adult match with significantly fewer updates.

Large-scale hyperparameter search for predicting human brain responses in the Algonauts challenge

The paper evaluates hyperparameter configurations for predicting human brain responses using convolutional neural networks and identifies optimal settings for fMRI and MEG data.