8 papers
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…
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…
Self-Supervised Learning for Text Recognition: A Critical Survey
Carlos Penarrubia, Jose J. Valero-Mas, Jorge Calvo-Zaragoza
Text Recognition (TR) refers to the research area that focuses on retrieving textual information from images, a topic that has seen significant advancements in the last decade due…
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…
Maritime Search and Rescue Missions with Aerial Images: A Survey
Juan P. Martinez-Esteso, Francisco J. Castellanos, Jorge Calvo-Zaragoza +1
The speed of response by search and rescue teams at sea is of vital importance, as survival may depend on it. Recent technological advancements have led to the development of more…
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(HTR) has become an essential field within pattern recognition and machine learning, with applications spanning historical document preservation to mod…