SOTAVerified

Optical Character Recognition (OCR)

Optical Character Recognition or Optical Character Reader (OCR) is the electronic or mechanical conversion of images of typed, handwritten or printed text into machine-encoded text, whether from a scanned document, a photo of a document, a scene-photo (for example the text on signs and billboards in a landscape photo, license plates in cars...) or from subtitle text superimposed on an image (for example: from a television broadcast)

Papers

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Showing 201–250 of 1209 papers

TitleStatusHype
Fused Text Recogniser and Deep Embeddings Improve Word Recognition and RetrievalCode1
Improving accuracy and speeding up Document Image Classification through parallel systemsCode1
CLEval: Character-Level Evaluation for Text Detection and Recognition TasksCode1
Fully Unsupervised Diversity Denoising with Convolutional Variational AutoencodersCode1
Structured Multimodal Attentions for TextVQACode1
SEED: Semantics Enhanced Encoder-Decoder Framework for Scene Text RecognitionCode1
Large Scale Font Independent Urdu Text Recognition SystemCode1
NAT: Noise-Aware Training for Robust Neural Sequence LabelingCode1
The Newspaper Navigator Dataset: Extracting And Analyzing Visual Content from 16 Million Historic Newspaper Pages in Chronicling AmericaCode1
PICK: Processing Key Information Extraction from Documents using Improved Graph Learning-Convolutional NetworksCode1
ScrabbleGAN: Semi-Supervised Varying Length Handwritten Text GenerationCode1
Deep Relational Reasoning Graph Network for Arbitrary Shape Text DetectionCode1
LAMBERT: Layout-Aware (Language) Modeling for information extractionCode1
Image-based table recognition: data, model, and evaluationCode1
FUNSD: A Dataset for Form Understanding in Noisy Scanned DocumentsCode1
Shape Robust Text Detection with Progressive Scale Expansion NetworkCode1
Accurate, Data-Efficient, Unconstrained Text Recognition with Convolutional Neural NetworksCode1
Show, Attend and Read: A Simple and Strong Baseline for Irregular Text RecognitionCode1
A Robust Real-Time Automatic License Plate Recognition Based on the YOLO DetectorCode1
EAST: An Efficient and Accurate Scene Text DetectorCode1
VisionThink: Smart and Efficient Vision Language Model via Reinforcement LearningCode0
DeQA-Doc: Adapting DeQA-Score to Document Image Quality AssessmentCode0
Seeing the Signs: A Survey of Edge-Deployable OCR Models for Billboard Visibility Analysis—0
A Survey on MLLM-based Visually Rich Document Understanding: Methods, Challenges, and Emerging Trends—0
Design and Implementation of an OCR-Powered Pipeline for Table Extraction from Invoices—0
Orchestrator-Agent Trust: A Modular Agentic AI Visual Classification System with Trust-Aware Orchestration and RAG-Based ReasoningCode0
PaddleOCR 3.0 Technical Report—0
TextPixs: Glyph-Conditioned Diffusion with Character-Aware Attention and OCR-Guided Supervision—0
DrishtiKon: Multi-Granular Visual Grounding for Text-Rich Document ImagesCode0
Logios : An open source Greek Polytonic Optical Character Recognition system—0
Engineering RAG Systems for Real-World Applications: Design, Development, and Evaluation—0
Seeing is Believing? Mitigating OCR Hallucinations in Multimodal Large Language Models—0
Unfolding the Past: A Comprehensive Deep Learning Approach to Analyzing Incunabula Pages—0
An accurate and revised version of optical character recognition-based speech synthesis using LabVIEW—0
FormGym: Doing Paperwork with Agents—0
AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video UnderstandingCode0
MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation—0
Efficient Medical VIE via Reinforcement Learning—0
Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers—0
Intelligent Automation for FDI Facilitation: Optimizing Tariff Exemption Processes with OCR And Large Language Models—0
The OCR Quest for Generalization: Learning to recognize low-resource alphabets with model editing—0
Reading in the Dark with Foveated Event Vision—0
A Survey on Vietnamese Document Analysis and Recognition: Challenges and Future Directions—0
Infinity Parser: Layout Aware Reinforcement Learning for Scanned Document ParsingCode0
Predicting the Past: Estimating Historical Appraisals with OCR and Machine LearningCode0
SARD: A Large-Scale Synthetic Arabic OCR Dataset for Book-Style Text Recognition—0
Synthetic Document Question Answering in HungarianCode0
ChartMind: A Comprehensive Benchmark for Complex Real-world Multimodal Chart Question Answering—0
TextSR: Diffusion Super-Resolution with Multilingual OCR Guidance—0
E2E Process Automation Leveraging Generative AI and IDP-Based Automation Agent: A Case Study on Corporate Expense Processing—0
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All datasetsBenchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical StudyVideoDB's OCR Benchmark Public CollectionFSNS - TestI2L-140KSUTim2latex-100k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DTrOCRAccuracy (%)89.6—Unverified
2DTrOCR 105MAccuracy (%)89.6—Unverified
3MaskOCR-LAccuracy (%)82.6—Unverified
4TransOCRAccuracy (%)72.8—Unverified
5SRNAccuracy (%)65—Unverified
6MORANAccuracy (%)64.3—Unverified
7SEEDAccuracy (%)61.2—Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4oAverage Accuracy76.22—Unverified
2Gemini-1.5 ProAverage Accuracy76.13—Unverified
3Claude-3 SonnetAverage Accuracy67.71—Unverified
4RapidOCRAverage Accuracy56.98—Unverified
5EasyOCRAverage Accuracy49.3—Unverified
#ModelMetricClaimedVerifiedStatus
1STREETSequence error27.54—Unverified
2SEESequence error22—Unverified
3AttentionOCR_Inception-resnet-v2_LocationSequence error15.8—Unverified
#ModelMetricClaimedVerifiedStatus
1I2L-NOPOOLBLEU89.09—Unverified
2I2L-STRIPSBLEU89—Unverified
#ModelMetricClaimedVerifiedStatus
1TesseractCharacter Error Rate (CER)0.08—Unverified
2EasyOCRCharacter Error Rate (CER)0.07—Unverified
#ModelMetricClaimedVerifiedStatus
1I2L-STRIPSBLEU88.86—Unverified