OOIR: Observatory of International Research

Papers

(The TQCC of International Journal on Document Analysis and Recognition is 6. 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 2022-08-01 to 2026-08-01.)

Article	Citations
Robust page object detection network for heterogeneous document images	32
Optimizing dotted Arabic expiration date recognition with ARABEX: a convolutional autoencoder with bidirectional LSTM and CRNN approach	22
A study of handwritten text recognition with cross-out words	21
Recent advances in text line segmentation and baseline detection in historical document images: a systematic review	21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”	19
Large-scale genealogical information extraction from handwritten Quebec parish records	17
Hand-drawn cadastral map parsing, stitching and assembly via jigsaw puzzles	16
SemiDocSeg: harnessing semi-supervised learning for document layout analysis	16
Scheme for palimpsests reconstruction using synthesized dataset	15
Cover-based multiple book genre recognition using an improved multimodal network	15
Difficulty-aware multi-scale feature pyramid network for transformer-based offline Chinese handwritten text line recognition	14
A survey on artificial intelligence-based approaches for personality analysis from handwritten documents	14
Towards the digitization of Kurdish handwritten script using deep learning: a comprehensive analysis	13
Special issue on advanced topics in document analysis (2026 ICDAR-IJDAR journal track)	13
Towards automatic efficient recognition of multiresolution offline handwritten Urdu text using swin transformers	11
Reviving medieval byzantine seals: a synthetic-to-real approach to character recognition	10
IndianPCL: A Dataset for Multimodal Legal Document Understanding	10
The PARES Database: Information Extraction over Historical Parish Records	10
A Graph-Augmented Multi-Stage Transformer Model for Document Layout Understanding	10
Perceptual cue-guided adaptive image downscaling for enhanced semantic segmentation on large document images	10
Automated systems for diagnosis of dysgraphia in children: a survey and novel framework	10
Neurosymbolic Information Extraction from Transactional Documents	10
Adaptive dewarping of severely warped camera-captured document images based on document map generation	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

Handwritten text line segmentation with TextSAM: An enhanced segment anything model via multi-module fusion	9
Unpaired document image denoising for OCR using BiLSTM enhanced CycleGAN	9
Children age group detection based on human–computer interaction and time series analysis	8
Tableseq: unified generation of structure, content, and layout	8
LayoutGAT: layout-aware handwritten text recognition with graph attention networks	8
An end-to-end pipeline for historical censuses processing	8
Skeleton-guided artistic text recognition	7
Addressing the attention drift problem for khmer long textline recognition	7
DANIEL: a fast document attention network for information extraction and labelling of handwritten documents	7
A novel holistic unconstrained handwritten urdu recognition system using convolutional neural networks	7
AIKON: a modular computer vision platform for historical corpora	7
Different strokes for different folks: writer identification for historical Arabic manuscripts	7
Few-Shot Quaternion-valued Correlation Squeeze Network for Document Image Layout Segmentation	7
Unsupervised document and template clustering using multimodal embeddings	7
Beyond Accuracy: Understanding Model Confidence in Key Information Extraction with Conformal Prediction	7
Tabular context-aware optical character recognition and tabular data reconstruction for historical records	7
Newspaper elements detection and newspaper pages categorization using CNNs and transformers	6
Compactnet: a lightweight convolutional neural network for one-shot online signature verification	6
Contour thinning for text detection in Mongolian handwritten historical documents	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
Human-in-the-loop tabular data extraction methods for historical climate data rescue	6
Efficient title text detection using multi-loss	6
Enhancing music score analysis with Monte Carlo dropout: a probabilistic approach to staff-region detection	6
Large language models for OCR in cultural heritage: a comparative study on Slovene Folkloristic texts	6
Exploring the effectiveness of data-centric AI approaches to developing a prescription recognition system	6