Search Results for author: Josep M. Gonfaus

Found 5 papers, 3 papers with code

Deep Inference of Personality Traits by Integrating Image and Word Use in Social Networks

no code implementations6 Feb 2018 Guillem Cucurull, Pau Rodríguez, V. Oguz Yazici, Josep M. Gonfaus, F. Xavier Roca, Jordi Gonzàlez

Following this trend on visual-based social analysis, we present a novel methodology based on Deep Learning to build a combined image-and-text based personality trait model, trained with images posted together with words found highly correlated to specific personality traits.

A Painless Attention Mechanism for Convolutional Neural Networks

no code implementations ICLR 2018 Pau Rodríguez, Guillem Cucurull, Jordi Gonzàlez, Josep M. Gonfaus, Xavier Roca

We propose a novel attention mechanism to enhance Convolutional Neural Networks for fine-grained recognition.

Regularizing CNNs with Locally Constrained Decorrelations

1 code implementation7 Nov 2016 Pau Rodríguez, Jordi Gonzàlez, Guillem Cucurull, Josep M. Gonfaus, Xavier Roca

In this paper, we show that regularizing negatively correlated features is an obstacle for effective decorrelation and present OrthoReg, a novel regularization technique that locally enforces feature orthogonality.

Cannot find the paper you are looking for? You can Submit a new open access paper.