Robustness of Structured Data Extraction from In-Plane Rotated Documents Using Multi-Modal Large Language Models (LLM)

A Biswas, W Talukdar - Journal of Artificial Intelligence Research, 2024 - arxiv.org
Multi-modal large language models (LLMs) have shown remarkable performance in various
natural language processing tasks, including data extraction from documents. However, the …

[PDF][PDF] Skew detection of scanned document images

SB Rezaei, H Sarrafzadeh, J Shanbehzadeh - 2013 - researchbank.ac.nz
Skewing of the scanned image is an inevitable process and its detection is an important
issue for document recognition systems. The skew of the scanned document image specifies …

A novel adaptive deskewing algorithm for document images

W Bao, C Yang, S Wen, M Zeng, J Guo, J Zhong, X Xu - Sensors, 2022 - mdpi.com
Document scanning often suffers from skewing, which may seriously influence the efficiency
of Optical Character Recognition (OCR). Therefore, it is necessary to correct the skewed …

Using skeleton and Hough transform variant to correct skew in historical documents

O Boudraa, WK Hidouci, D Michelucci - Mathematics and computers in …, 2020 - Elsevier
As a main part of several document analysis systems, Skew estimation represents one of the
major research challenges, particularly in case of historical documents exploration. In this …

Parameter tuning for document image binarization using a racing algorithm

RG Mesquita, RMA Silva, CAB Mello… - Expert Systems with …, 2015 - Elsevier
Binarization of images of old documents is considered a challenging task due to the wide
diversity of degradation effects that can be found. To deal with this, many algorithms whose …

Segmentation of connected handwritten digits using Self-Organizing Maps

EB Lacerda, CAB Mello - Expert systems with applications, 2013 - Elsevier
Segmentation is an important issue in document image processing systems as it can break a
sequence of characters into its components. Its application over digits is common in bank …

An improved skew angle detection and correction technique for historical scanned documents using morphological skeleton and progressive probabilistic hough …

O Boudraa, WK Hidouci… - 2017 5th International …, 2017 - ieeexplore.ieee.org
Skew detection is a crucial step for document analysis systems. Indeed, it represents one of
the basic challenges, especially in case of historical documents analysis. In this paper, we …

Automatic image segmentation of old topographic maps and floor plans

CAB Mello, DC Costa… - 2012 IEEE International …, 2012 - ieeexplore.ieee.org
There are several kinds of information that can be achieved in ancient documents. In
general, image processing research on this subject works with images of letters or …

A robust approach to document skew detection

B Biswas, U Bhattacharya, BB Chaudhuri - Applied Computing for …, 2023 - Springer
This article presents a script-independent approach for the estimation of skew angle of the
offline document image. It follows a certain divide and conquer strategy. A document image …

[PDF][PDF] Performance evaluation of improved skew detection and correction using FFT and median filtering

N Watts, J Rani - Int J Comput Appl, 2014 - researchgate.net
This paper presents a new skew detection and correction technique using FFT & median
filtering. It is found that there are many techniques based on skew correction which have …