4 citations · 8 across the 5 of their papers we have counts for
6 papers
Handwritten Text Recognition Lives in the High-Pixel Variance Subspace
Carlos Garrido-Munoz, Jorge Calvo-Zaragoza
In self-supervised pretraining for Handwritten Text Recognition (HTR), pixel reconstruction methods outperform contrastive methods, unlike in natural-image classification. We argue…
Zero-Shot Synthetic-to-Real Handwritten Text Recognition via Task Analogies
Carlos Garrido-Munoz, Aniello Panariello, Silvia Cascianelli +4
Handwritten Text Recognition (HTR) models trained on synthetic handwriting often struggle to generalize to real text, and existing adaptation methods still require real samples fro…
Handwritten Text Recognition: A Survey
Carlos Garrido-Munoz, Antonio Rios-Vila, Jorge Calvo-Zaragoza
Handwritten Text Recognition (HTR) has become an essential field within pattern recognition and machine learning, with applications spanning historical document preservation to mod…
On the Generalization of Handwritten Text Recognition Models
Carlos Garrido-Munoz, Jorge Calvo-Zaragoza
Recent advances in Handwritten Text Recognition (HTR) have led to significant reductions in transcription errors on standard benchmarks under the i.i.d. assumption, thus focusing o…
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition
Carlos Penarrubia, Carlos Garrido-Munoz, Jose J. Valero-Mas +1
Handwritten Text Recognition (HTR) is a relevant problem in computer vision, and implies unique challenges owing to its inherent variability and the rich contextualization required…
Region-based Layout Analysis of Music Score Images
Francisco J. Castellanos, Carlos Garrido-Munoz, Antonio Ríos-Vila +1
The Layout Analysis (LA) stage is of vital importance to the correct performance of an Optical Music Recognition (OMR) system. It identifies the regions of interest, such as staves…