Diva-hisdb: A precisely annotated large dataset of challenging medieval manuscripts

F Simistira, M Seuret, N Eichenberger… - … on Frontiers in …, 2016 - ieeexplore.ieee.org
This paper introduces a publicly available historical manuscript database DIVA-HisDB for
the evaluation of several Document Image Analysis (DIA) tasks. The database consists of …

Visual detection with context for document layout analysis

C Soto, S Yoo - Proceedings of the 2019 Conference on Empirical …, 2019 - aclanthology.org
We present 1) a work in progress method to visually segment key regions of scientific
articles using an object detection technique augmented with contextual features, and 2) a …

PCA-initialized deep neural networks applied to document image analysis

M Seuret, M Alberti, M Liwicki… - 2017 14th IAPR …, 2017 - ieeexplore.ieee.org
In this paper, we present a novel approach for initializing deep neural networks, ie, by using
Principal Component Analysis (PCA) to initialize neural layers. Usually, the initialization of …

Icdar2017 competition on layout analysis for challenging medieval manuscripts

F Simistira, M Bouillon, M Seuret… - 2017 14th IAPR …, 2017 - ieeexplore.ieee.org
This paper reports on the ICDAR2017 Competition on Layout Analysis for Challenging
Medieval Manuscripts (HisDoc-Layout-Comp) and provides further details and discussions …

Doccreator: A new software for creating synthetic ground-truthed document images

N Journet, M Visani, B Mansencal, K Van-Cuong… - Journal of …, 2017 - mdpi.com
Most digital libraries that provide user-friendly interfaces, enabling quick and intuitive access
to their resources, are based on Document Image Analysis and Recognition (DIAR) …

Finding events in temporal networks: segmentation meets densest subgraph discovery

P Rozenshtein, F Bonchi, A Gionis, M Sozio… - … and Information Systems, 2020 - Springer
In this paper, we study the problem of discovering a timeline of events in a temporal network.
We model events as dense subgraphs that occur within intervals of network activity. We …

Efficient few-shot learning for pixel-precise handwritten document layout analysis

A De Nardin, S Zottin, M Paier… - Proceedings of the …, 2023 - openaccess.thecvf.com
Layout analysis is a task of uttermost importance in ancient handwritten document analysis
and represents a fundamental step toward the simplification of subsequent tasks such as …

A One-Shot Learning Approach to Document Layout Segmentation of Ancient Arabic Manuscripts

A De Nardin, S Zottin, C Piciarelli… - Proceedings of the …, 2024 - openaccess.thecvf.com
Document layout segmentation is a challenging task due to the variability and complexity of
document layouts. Ancient manuscripts in particular are often damaged by age, have very …

Indiscapes: Instance segmentation networks for layout parsing of historical indic manuscripts

A Prusty, S Aitha, A Trivedi… - … on Document Analysis …, 2019 - ieeexplore.ieee.org
Historical palm-leaf manuscript and early paper documents from Indian subcontinent form
an important part of the world's literary and cultural heritage. Despite their importance, large …

Detection and recognition of cursive text from video frames

A Mirza, O Zeshan, M Atif, I Siddiqi - EURASIP Journal on Image and Video …, 2020 - Springer
Textual content appearing in videos represents an interesting index for semantic retrieval of
videos (from archives), generation of alerts (live streams), as well as high level applications …