94 citations · 185 across the 5 of their papers we have counts for
5 papers
EarthView: A Large Scale Remote Sensing Dataset for Self-Supervision
Diego Velazquez, Pau Rodriguez López, Sergio Alonso +6
This paper presents EarthView, a comprehensive dataset specifically designed for self-supervision on remote sensing data, intended to enhance deep learning applications on Earth mo…
Pay attention to the activations: a modular attention mechanism for fine-grained image recognition
Pau Rodríguez López, Diego Velazquez Dorta, Guillem Cucurull Preixens +3
Fine-grained image recognition is central to many multimedia tasks such as search, retrieval and captioning. Unfortunately, these tasks are still challenging since the appearance o…
Attend and Rectify: a Gated Attention Mechanism for Fine-Grained Recovery
Pau Rodríguez, Josep M. Gonfaus, Guillem Cucurull +2
We propose a novel attention mechanism to enhance Convolutional Neural Networks for fine-grained recognition. It learns to attend to lower-level feature activations without requiri…
Deep Inference of Personality Traits by Integrating Image and Word Use in Social Networks
Guillem Cucurull, Pau Rodríguez, V. Oguz Yazici +3
Social media, as a major platform for communication and information exchange, is a rich repository of the opinions and sentiments of 2.3 billion users about a vast spectrum of topi…
Regularizing CNNs with Locally Constrained Decorrelations
Pau Rodríguez, Jordi Gonzàlez, Guillem Cucurull +2
Regularization is key for deep learning since it allows training more complex models while keeping lower levels of overfitting. However, the most prevalent regularizations do not l…