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 2022-01-01 to 2026-01-01.)

Article	Citations
Robust page object detection network for heterogeneous document images	42
Optimizing dotted Arabic expiration date recognition with ARABEX: a convolutional autoencoder with bidirectional LSTM and CRNN approach	29
Arbitrary-shaped scene text detection with keypoint-based shape representation	22
Recent advances in text line segmentation and baseline detection in historical document images: a systematic review	20
Editorial for special issue on “advanced topics in document analysis and recognition”	19
Hand-drawn cadastral map parsing, stitching and assembly via jigsaw puzzles	19
Correction to: Personalizing image enhancement for critical visual tasks: improved legibility of papyri using color processing and visual illusions	18
SemiDocSeg: harnessing semi-supervised learning for document layout analysis	16
Scheme for palimpsests reconstruction using synthesized dataset	15
Towards the digitization of Kurdish handwritten script using deep learning: a comprehensive analysis	15
Large-scale genealogical information extraction from handwritten Quebec parish records	15
A survey on artificial intelligence-based approaches for personality analysis from handwritten documents	14
Towards automatic efficient recognition of multiresolution offline handwritten Urdu text using swin transformers	13
Cover-based multiple book genre recognition using an improved multimodal network	13
Open writer identification from offline handwritten signatures by jointing the one-class symbolic data analysis classifier and feature-dissimilarities	12
A Graph-Augmented Multi-Stage Transformer Model for Document Layout Understanding	11
Neurosymbolic Information Extraction from Transactional Documents	11
Automated systems for diagnosis of dysgraphia in children: a survey and novel framework	11
The PARES Database: Information Extraction over Historical Parish Records	10
Unpaired document image denoising for OCR using BiLSTM enhanced CycleGAN	10
Document image layout detection from scientific literature using combined ConvNext and cascade mask RCNN networks	9
Adaptive dewarping of severely warped camera-captured document images based on document map generation	9
Perceptual cue-guided adaptive image downscaling for enhanced semantic segmentation on large document images	9
Historical document image analysis using controlled data for pre-training	9
A novel holistic unconstrained handwritten urdu recognition system using convolutional neural networks	8

Children age group detection based on human–computer interaction and time series analysis	8
An end-to-end pipeline for historical censuses processing	8
Tabular context-aware optical character recognition and tabular data reconstruction for historical records	7
Few-Shot Quaternion-valued Correlation Squeeze Network for Document Image Layout Segmentation	7
A brief review of state-of-the-art object detectors on benchmark document images datasets	7
Skeleton-guided artistic text recognition	7
Human-in-the-loop tabular data extraction methods for historical climate data rescue	7
DANIEL: a fast document attention network for information extraction and labelling of handwritten documents	7
Addressing the attention drift problem for khmer long textline recognition	7
Exploring the effectiveness of data-centric AI approaches to developing a prescription recognition system	7
A survey of historical document image datasets	7
Enhancing music score analysis with Monte Carlo dropout: a probabilistic approach to staff-region detection	6
BPFormNet: a lightweight block pyramid network for form segmentation and classification	6
A Low-Intervention Dual-Loop Iterative Process for Efficient Dataset Expansion and Classification in Palm Leaf Manuscript Analysis	6
Efficient title text detection using multi-loss	6
Compactnet: a lightweight convolutional neural network for one-shot online signature verification	5
CHWmaster: mastering Chinese handwriting via sliding-window recurrent neural networks	5
Parstr: partially autoregressive scene text recognition	5
HW-MLVQA: a novel handwritten multilingual dataset for visual question answering and evaluation	5
Exploring recursive neural networks for compact handwritten text recognition models	5
Newspaper elements detection and newspaper pages categorization using CNNs and transformers	5
Improving accuracy and explainability of online handwritten character recognition	5