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

Showing 251275 of 1209 papers

TitleStatusHype
MT^3: Scaling MLLM-based Text Image Machine Translation via Multi-Task Reinforcement Learning0
Words as Geometric Features: Estimating Homography using Optical Character Recognition as Compressed Image Representation0
TextDiffuser-RL: Efficient and Robust Text Layout Optimization for High-Fidelity Text-to-Image Synthesis0
TextFlux: An OCR-Free DiT Model for High-Fidelity Multilingual Scene Text Synthesis0
One RL to See Them All: Visual Triple Unified Reinforcement Learning0
TokBench: Evaluating Your Visual Tokenizer before Visual Generation0
OCR-Reasoning Benchmark: Unveiling the True Capabilities of MLLMs in Complex Text-Rich Image ReasoningCode0
What Media Frames Reveal About Stance: A Dataset and Study about Memes in Climate Change Discourse0
How Do Large Vision-Language Models See Text in Image? Unveiling the Distinctive Role of OCR Heads0
Every Pixel Tells a Story: End-to-End Urdu Newspaper OCR0
Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents0
The Hidden Structure -- Improving Legal Document Understanding Through Explicit Text Formatting0
Low-Resource Language Processing: An OCR-Driven Summarization and Translation PipelineCode0
Analyzing Patterns and Influence of Advertising in Print Newspapers0
An agentic system with reinforcement-learned subsystem improvements for parsing form-like documentsCode0
Towards Self-Improvement of Diffusion Models via Group Preference Optimization0
Object-Centric Representations Improve Policy Generalization in Robot Manipulation0
PsOCR: Benchmarking Large Multimodal Models for Optical Character Recognition in Low-resource Pashto LanguageCode0
A document processing pipeline for the construction of a dataset for topic modeling based on the judgments of the Italian Supreme Court0
Reproducibility, Replicability, and Insights into Visual Document Retrieval with Late InteractionCode0
Gameplay Highlights Generation0
Development of a WAZOBIA-Named Entity Recognition System0
Arrow-Guided VLM: Enhancing Flowchart Understanding via Arrow Direction EncodingCode0
Toward Advancing License Plate Super-Resolution in Real-World Scenarios: A Dataset and BenchmarkCode0
ChemRxivQuest: A Curated Chemistry Question-Answer Database Extracted from ChemRxiv Preprints0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DTrOCRAccuracy (%)89.6Unverified
2DTrOCR 105MAccuracy (%)89.6Unverified
3MaskOCR-LAccuracy (%)82.6Unverified
4TransOCRAccuracy (%)72.8Unverified
5SRNAccuracy (%)65Unverified
6MORANAccuracy (%)64.3Unverified
7SEEDAccuracy (%)61.2Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-4oAverage Accuracy76.22Unverified
2Gemini-1.5 ProAverage Accuracy76.13Unverified
3Claude-3 SonnetAverage Accuracy67.71Unverified
4RapidOCRAverage Accuracy56.98Unverified
5EasyOCRAverage Accuracy49.3Unverified
#ModelMetricClaimedVerifiedStatus
1STREETSequence error27.54Unverified
2SEESequence error22Unverified
3AttentionOCR_Inception-resnet-v2_LocationSequence error15.8Unverified
#ModelMetricClaimedVerifiedStatus
1I2L-NOPOOLBLEU89.09Unverified
2I2L-STRIPSBLEU89Unverified
#ModelMetricClaimedVerifiedStatus
1TesseractCharacter Error Rate (CER)0.08Unverified
2EasyOCRCharacter Error Rate (CER)0.07Unverified
#ModelMetricClaimedVerifiedStatus
1I2L-STRIPSBLEU88.86Unverified