A brief review of state-of-the-art object detectors on benchmark document images datasets
Document image analysis (DIA) has become a challenging brand in computer vision, which
is the foundation of document understanding applications. Page object detection is one of …
is the foundation of document understanding applications. Page object detection is one of …
From Detection to Application: Recent Advances in Understanding Scientific Tables and Figures
Tables and figures are usually used to present information in a structured and visual way in
scientific documents. Understanding the tables and figures in scientific documents is …
scientific documents. Understanding the tables and figures in scientific documents is …
YOLO-table: disclosure document table detection with involution
D Zhang, R Mao, R Guo, Y Jiang, J Zhu - International Journal on …, 2023 - Springer
As financial document automation becomes more general, table detection is receiving more
and more attention as an important part of document automation. Disclosure documents …
and more attention as an important part of document automation. Disclosure documents …
Castabdetectors: Cascade network for table detection in document images with recursive feature pyramid and switchable atrous convolution
Table detection is a preliminary step in extracting reliable information from tables in scanned
document images. We present CasTabDetectoRS, a novel end-to-end trainable table …
document images. We present CasTabDetectoRS, a novel end-to-end trainable table …
End-to-end semi-supervised approach with modulated object queries for table detection in documents
Table detection, a pivotal task in document analysis, aims to precisely recognize and locate
tables within document images. Although deep learning has shown remarkable progress in …
tables within document images. Although deep learning has shown remarkable progress in …
Towards end-to-end semi-supervised table detection with deformable transformer
Table detection is the task of classifying and localizing table objects within document
images. With the recent development in deep learning methods, we observe remarkable …
images. With the recent development in deep learning methods, we observe remarkable …
Mask-aware semi-supervised object detection in floor plans
Research has been growing on object detection using semi-supervised methods in past few
years. We examine the intersection of these two areas for floor-plan objects to promote the …
years. We examine the intersection of these two areas for floor-plan objects to promote the …
End to end invoice processing application based on key fields extraction
H Arslan - IEEE Access, 2022 - ieeexplore.ieee.org
In this paper, an automatic invoice processing system, which is in great demand among
private and public companies, was proposed. The proposed system supports all invoice file …
private and public companies, was proposed. The proposed system supports all invoice file …
Continual learning for table detection in document images
The growing amount of data demands methods that can gradually learn from new samples.
However, it is not trivial to continually train a network. Retraining a network with new data …
However, it is not trivial to continually train a network. Retraining a network with new data …
Towards End-to-End Semi-supervised Table Detection with Semantic Aligned Matching Transformer
Table detection within document images is a crucial task in document processing, involving
the identification and localization of tables. Recent strides in deep learning have …
the identification and localization of tables. Recent strides in deep learning have …