5 papers
Beyond a Single Reference: Training and Evaluation with Paraphrases in Sign Language Translation
Václav Javorek, Tomáš Železný, Alessa Carbo +2
Most Sign Language Translation (SLT) corpora pair each signed utterance with a single written-language reference, despite the highly non-isomorphic relationship between sign and sp…
Saudi Sign Language Translation Using T5
Ali Alhejab, Tomas Zelezny, Lamya Alkanhal +7
This paper explores the application of T5 models for Saudi Sign Language (SSL) translation using a novel dataset. The SSL dataset includes three challenging testing protocols, enab…
RailSafeNet: Visual Scene Understanding for Tram Safety
OndÅej Valach, Ivan Gruber
Tram-human interaction safety is an important challenge, given that trams frequently operate in densely populated areas, where collisions can range from minor injuries to fatal out…
SatDINO: A Deep Dive into Self-Supervised Pretraining for Remote Sensing
Jakub Straka, Ivan Gruber
Self-supervised learning has emerged as a powerful tool for remote sensing, where large amounts of unlabeled data are available. In this work, we investigate the use of DINO, a con…
Exploring Pose-based Sign Language Translation: Ablation Studies and Attention Insights
Tomas Zelezny, Jakub Straka, Vaclav Javorek +3
Sign Language Translation (SLT) has evolved significantly, moving from isolated recognition approaches to complex, continuous gloss-free translation systems. This paper explores th…