OOIR: Observatory of International Research

Papers

(The TQCC of International Journal on Document Analysis and Recognition is 5. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-05-01 to 2026-05-01.)

Article	Citations
Recent advances in text line segmentation and baseline detection in historical document images: a systematic review	52
Robust page object detection network for heterogeneous document images	28
Optimizing dotted Arabic expiration date recognition with ARABEX: a convolutional autoencoder with bidirectional LSTM and CRNN approach	26
Editorial for special issue on “advanced topics in document analysis and recognition”	21
SemiDocSeg: harnessing semi-supervised learning for document layout analysis	20
Hand-drawn cadastral map parsing, stitching and assembly via jigsaw puzzles	20
Large-scale genealogical information extraction from handwritten Quebec parish records	17
Towards the digitization of Kurdish handwritten script using deep learning: a comprehensive analysis	16
Scheme for palimpsests reconstruction using synthesized dataset	15
A survey on artificial intelligence-based approaches for personality analysis from handwritten documents	14
Cover-based multiple book genre recognition using an improved multimodal network	14
Towards automatic efficient recognition of multiresolution offline handwritten Urdu text using swin transformers	14
Open writer identification from offline handwritten signatures by jointing the one-class symbolic data analysis classifier and feature-dissimilarities	13
Neurosymbolic Information Extraction from Transactional Documents	13
Automated systems for diagnosis of dysgraphia in children: a survey and novel framework	12
The PARES Database: Information Extraction over Historical Parish Records	12
A Graph-Augmented Multi-Stage Transformer Model for Document Layout Understanding	12
Perceptual cue-guided adaptive image downscaling for enhanced semantic segmentation on large document images	11
Handwritten text line segmentation with TextSAM: An enhanced segment anything model via multi-module fusion	10
Adaptive dewarping of severely warped camera-captured document images based on document map generation	10
Unpaired document image denoising for OCR using BiLSTM enhanced CycleGAN	9
A novel holistic unconstrained handwritten urdu recognition system using convolutional neural networks	9
Historical document image analysis using controlled data for pre-training	9
Document image layout detection from scientific literature using combined ConvNext and cascade mask RCNN networks	9
Children age group detection based on human–computer interaction and time series analysis	9

Beyond Accuracy: Understanding Model Confidence in Key Information Extraction with Conformal Prediction	8
Skeleton-guided artistic text recognition	8
Addressing the attention drift problem for khmer long textline recognition	8
An end-to-end pipeline for historical censuses processing	8
Tabular context-aware optical character recognition and tabular data reconstruction for historical records	8
Contour thinning for text detection in Mongolian handwritten historical documents	7
Human-in-the-loop tabular data extraction methods for historical climate data rescue	7
Few-Shot Quaternion-valued Correlation Squeeze Network for Document Image Layout Segmentation	7
A survey of historical document image datasets	7
Exploring the effectiveness of data-centric AI approaches to developing a prescription recognition system	7
DANIEL: a fast document attention network for information extraction and labelling of handwritten documents	7
Enhancing music score analysis with Monte Carlo dropout: a probabilistic approach to staff-region detection	6
A Low-Intervention Dual-Loop Iterative Process for Efficient Dataset Expansion and Classification in Palm Leaf Manuscript Analysis	6
Newspaper elements detection and newspaper pages categorization using CNNs and transformers	6
BPFormNet: a lightweight block pyramid network for form segmentation and classification	6
Exploring recursive neural networks for compact handwritten text recognition models	6
Compactnet: a lightweight convolutional neural network for one-shot online signature verification	6
A brief review of state-of-the-art object detectors on benchmark document images datasets	6
Efficient title text detection using multi-loss	6
CHWmaster: mastering Chinese handwriting via sliding-window recurrent neural networks	5
Subword recognition in historical Arabic manuscripts using handcrafted features and deep learning approaches	5
Retrieval-based language model adaptation for handwritten Chinese text recognition	5
International Journal on Document Analysis and Recognition editorial leadership change	5
Improving accuracy and explainability of online handwritten character recognition	5
HW-MLVQA: a novel handwritten multilingual dataset for visual question answering and evaluation	5