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 2022-06-01 to 2026-06-01.)

Article	Citations
Robust page object detection network for heterogeneous document images	53
Optimizing dotted Arabic expiration date recognition with ARABEX: a convolutional autoencoder with bidirectional LSTM and CRNN approach	30
Recent advances in text line segmentation and baseline detection in historical document images: a systematic review	21
Editorial for special issue on “advanced topics in document analysis and recognition”	20
Large-scale genealogical information extraction from handwritten Quebec parish records	17
SemiDocSeg: harnessing semi-supervised learning for document layout analysis	17
Hand-drawn cadastral map parsing, stitching and assembly via jigsaw puzzles	16
Towards the digitization of Kurdish handwritten script using deep learning: a comprehensive analysis	15
A survey on artificial intelligence-based approaches for personality analysis from handwritten documents	14
Scheme for palimpsests reconstruction using synthesized dataset	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
Difficulty-aware multi-scale feature pyramid network for transformer-based offline Chinese handwritten text line recognition	13
Neurosymbolic Information Extraction from Transactional Documents	12
A Graph-Augmented Multi-Stage Transformer Model for Document Layout Understanding	12
Automated systems for diagnosis of dysgraphia in children: a survey and novel framework	11
Handwritten text line segmentation with TextSAM: An enhanced segment anything model via multi-module fusion	10
Perceptual cue-guided adaptive image downscaling for enhanced semantic segmentation on large document images	10
Historical document image analysis using controlled data for pre-training	10
The PARES Database: Information Extraction over Historical Parish Records	10
Adaptive dewarping of severely warped camera-captured document images based on document map generation	9
Reviving medieval byzantine seals: a synthetic-to-real approach to character recognition	9
Unpaired document image denoising for OCR using BiLSTM enhanced CycleGAN	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	8

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