Pedro Dal Bianco

I'm a researcher in Sign Language Translation at National University of La Plata working on deep learning approaches for continuous sign language translation. I previously did research at III-LIDI working with Franco Ronchetti and Waldo Hasperué. My work focuses on developing transformer-based models for translating sign language videos to text without requiring intermediate gloss annotations.

I have contributed to creating LSA-T, the first continuous Argentinian Sign Language dataset for translation. My recent work investigates the interpretability of transformer models for sign language translation through attention mechanism analysis. I'm particularly interested in making sign language translation models more efficient and transparent while maintaining high performance with limited data.

Beyond sign language translation, I've also worked on natural language generation, specifically developing Spanish text generation systems for freestyle rap battles using neural networks. My research aims to leverage deep learning advances while addressing practical constraints like data scarcity and computational efficiency.

Publications

Study on pose-based deep learning models for gloss-free Sign Language Translation

P. D. Bianco, G. Rios, W. Hasperué, Oscar Stanchi, F. Quiroga, Franco Ronchetti

Journal of Computational Science and Technology 2024

ABS

ConvAtt Network: A Low Parameter Approach For Sign Language Recognition

G. Rios, P. D. Bianco, Franco Ronchetti, F. Quiroga, Santiago Ponte Ahón, Oscar Stanchi, W. Hasperué

Journal of Computational Science and Technology 2024

ABS
SignAttention: On the Interpretability of Transformer Models for Sign Language Translation

SignAttention: On the Interpretability of Transformer Models for Sign Language Translation

P. D. Bianco, Oscar Stanchi, F. Quiroga, Franco Ronchetti, Enzo Ferrante

arXiv.org 2024

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comparison of small sample methods for Handshape Recognition

Franco Ronchetti, F. Quiroga, Ulises Cornejo Fandos, G. Rios, P. D. Bianco, W. Hasperué, L. Lanzarini

Journal of Computational Science and Technology 2023

ABSPDF
LSA-T: The first continuous Argentinian Sign Language dataset for Sign Language Translation

LSA-T: The first continuous Argentinian Sign Language dataset for Sign Language Translation

P. D. Bianco, Gast'on R'ios, Franco Ronchetti, F. Quiroga, Oscar Stanchi, Waldo Hasperu'e, Alejandro Rosete

Ibero-American Conference on AI 2022

ABSPDF

Structured Text Generation for Spanish Freestyle Battles using Neural Networks

P. D. Bianco, I. Mindlin, L. Lanzarini, Franco Ronchetti, W. Hasperué, F. Quiroga

Latin American Computing Conference / Conferencia Latinoamericana En Informatica 2021

ABS

A Comparison of Neural Networks for Sign Language Recognition with LSA64

I. Mindlin, F. Quiroga, Franco Ronchetti, P. D. Bianco, G. Rios, L. Lanzarini, W. Hasperué

Communications in Computer and Information Science 2021

ABS

A Comparison of Neural Networks for Sign Language Recognition with LSA64

I. Mindlin, F. Quiroga, Franco Ronchetti, P. D. Bianco, G. Rios, L. Lanzarini, W. Hasperué

JCC-BD&ET 2021

MoLE: A web authoring tool for building mobile learning experiences

MoLE: A web authoring tool for building mobile learning experiences

P. D. Bianco, Federico R. Mozzon Corporaal, A. Lliteras, J. Grigera, S. Gordillo