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 151–175 of 1209 papers

TitleStatusHype
DocTr: Document Image Transformer for Geometric Unwarping and Illumination CorrectionCode1
FAWA: Fast Adversarial Watermark Attack on Optical Character Recognition (OCR) SystemsCode1
Accurate, Data-Efficient, Unconstrained Text Recognition with Convolutional Neural NetworksCode1
DocLayLLM: An Efficient Multi-modal Extension of Large Language Models for Text-rich Document UnderstandingCode1
DocLayLLM: An Efficient and Effective Multi-modal Extension of Large Language Models for Text-rich Document UnderstandingCode1
DocParser: End-to-end OCR-free Information Extraction from Visually Rich DocumentsCode1
Document Dewarping with Control PointsCode1
Fused Text Recogniser and Deep Embeddings Improve Word Recognition and RetrievalCode1
DiT: Self-supervised Pre-training for Document Image TransformerCode1
A Multiplexed Network for End-to-End, Multilingual OCRCode1
Fully Unsupervised Diversity Denoising with Convolutional Variational AutoencodersCode1
Detection of Furigana Text in ImagesCode1
Digitizing Historical Balance Sheet Data: A Practitioner's GuideCode1
Graph Neural Networks and Representation Embedding for Table Extraction in PDF DocumentsCode1
DocFormerv2: Local Features for Document UnderstandingCode1
HAPI: A Large-scale Longitudinal Dataset of Commercial ML API PredictionsCode1
Deep Relational Reasoning Graph Network for Arbitrary Shape Text DetectionCode1
Data Generation for Post-OCR correction of Cyrillic handwritingCode1
bbOCR: An Open-source Multi-domain OCR Pipeline for Bengali DocumentsCode1
Implicit Feature Alignment: Learn to Convert Text Recognizer to Text SpotterCode1
Confidence-aware Non-repetitive Multimodal Transformers for TextCapsCode1
Iranis: A Large-scale Dataset of Farsi License Plate CharactersCode1
Benchmarking Vision-Language Models on Optical Character Recognition in Dynamic Video EnvironmentsCode1
LAMBERT: Layout-Aware (Language) Modeling for information extractionCode1
One Model is All You Need: ByT5-Sanskrit, a Unified Model for Sanskrit NLP TasksCode1
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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