3 papers
cs.CV2025
Human Gaze Boosts Object-Centered Representation Learning
Timothy Schaumlöffel, Arthur Aubret, Gemma Roig +1
Recent self-supervised learning (SSL) models trained on human-like egocentric visual inputs substantially underperform on image recognition tasks compared to humans. These models t…
cs.LG2025
Seeing the Whole in the Parts in Self-Supervised Representation Learning
Arthur Aubret, Céline Teulière, Jochen Triesch
Recent successes in self-supervised learning (SSL) model spatial co-occurrences of visual features either by masking portions of an image or by aggressively cropping it. Here, we p…
q-bio.NC2024
Predictive Coding with Spiking Neural Networks: a Survey
Antony W. N'dri, William Gebhardt, Céline Teulière +4
In this article, we review a class of neuro-mimetic computational models that we place under the label of spiking predictive coding. Specifically, we review the general framework o…