activity
20142023
most citedBeyond One-hot Encoding: lower dimensional target embedding

488 citations · 1.6k across the 81 of their papers we have counts for

collaborators

94 papers

cs.CV2023★ 28 cited

SoccerNet 2023 Challenges Results

Anthony Cioppa, Silvio Giancola, Vladimir Somers +99

The SoccerNet 2023 challenges were the third annual video understanding challenges organized by the SoccerNet team. For this third edition, the challenges were composed of seven vi…

cs.LG2023

ICML 2023 Topological Deep Learning Challenge : Design and Results

Mathilde Papillon, Mustafa Hajij, Helen Jenne +53

This paper presents the computational challenge on topological deep learning that was hosted within the ICML 2023 Workshop on Topology and Geometry in Machine Learning. The competi…

cs.LG2023★ 1 cited

Decorrelating neurons using persistence

Rubén Ballester, Carles Casacuberta, Sergio Escalera

We propose a novel way to improve the generalisation capacity of deep learning models by reducing high correlations between neurons. For this, we present two regularisation terms c…

cs.CV2023★ 2 cited

Which Tokens to Use? Investigating Token Reduction in Vision Transformers

Joakim Bruslund Haurum, Sergio Escalera, Graham W. Taylor +1

Since the introduction of the Vision Transformer (ViT), researchers have sought to make ViTs more efficient by removing redundant information in the processed tokens. While differe…

cs.CV2023★ 8 cited

Gloss-free Sign Language Translation: Improving from Visual-Language Pretraining

Benjia Zhou, Zhigang Chen, Albert Clapés +5

Sign Language Translation (SLT) is a challenging task due to its cross-domain nature, involving the translation of visual-gestural language to text. Many previous methods employ an…

cs.CV2023

Beyond AUROC & co. for evaluating out-of-distribution detection performance

Galadrielle Humblot-Renaux, Sergio Escalera, Thomas B. Moeslund

While there has been a growing research interest in developing out-of-distribution (OOD) detection methods, there has been comparably little discussion around how these methods sho…