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 191–200 of 1209 papers

Title	Date	Tasks	Status	Hype
Confidence-aware Non-repetitive Multimodal Transformers for TextCaps	Dec 7, 2020	Image CaptioningOptical Character Recognition	CodeCode Available	1
Combining Morphological and Histogram based Text Line Segmentation in the OCR Context	Mar 16, 2021	Optical Character RecognitionOptical Character Recognition (OCR)	CodeCode Available	1
CORU: Comprehensive Post-OCR Parsing and Receipt Understanding Dataset	Jun 6, 2024	object-detectionObject Detection	CodeCode Available	1
ChartReader: A Unified Framework for Chart Derendering and Comprehension without Heuristic Rules	Apr 5, 2023	Chart UnderstandingDerendering	CodeCode Available	1
PEaCE: A Chemistry-Oriented Dataset for Optical Character Recognition on Scientific Documents	Mar 23, 2024	ArticlesOptical Character Recognition	CodeCode Available	1
BROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents	Aug 10, 2021	Key Information ExtractionLanguage Modeling	CodeCode Available	1
PICK: Processing Key Information Extraction from Documents using Improved Graph Learning-Convolutional Networks	Apr 16, 2020	Graph LearningKey Information Extraction	CodeCode Available	1
A Deep Learning Approach to Geographical Candidate Selection through Toponym Matching	Sep 17, 2020	Deep LearningEntity Resolution	CodeCode Available	1
CMULAB: An Open-Source Framework for Training and Deployment of Natural Language Processing Models	Apr 3, 2024	Optical Character Recognition (OCR)speech-recognition	CodeCode Available	1
Data Generation for Post-OCR correction of Cyrillic handwriting	Nov 27, 2023	Handwriting generationHandwritten Text Recognition	CodeCode Available	1

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All datasets Benchmarking Chinese Text Recognition: Datasets, Baselines, and an Empirical Study VideoDB's OCR Benchmark Public Collection FSNS - Test I2L-140K SUT im2latex-100k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DTrOCR 105M	Accuracy (%)	89.6	—	Unverified
2	DTrOCR	Accuracy (%)	89.6	—	Unverified
3	MaskOCR-L	Accuracy (%)	82.6	—	Unverified
4	TransOCR	Accuracy (%)	72.8	—	Unverified
5	SRN	Accuracy (%)	65	—	Unverified
6	MORAN	Accuracy (%)	64.3	—	Unverified
7	SEED	Accuracy (%)	61.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4o	Average Accuracy	76.22	—	Unverified
2	Gemini-1.5 Pro	Average Accuracy	76.13	—	Unverified
3	Claude-3 Sonnet	Average Accuracy	67.71	—	Unverified
4	RapidOCR	Average Accuracy	56.98	—	Unverified
5	EasyOCR	Average Accuracy	49.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STREET	Sequence error	27.54	—	Unverified
2	SEE	Sequence error	22	—	Unverified
3	AttentionOCR_Inception-resnet-v2_Location	Sequence error	15.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	I2L-NOPOOL	BLEU	89.09	—	Unverified
2	I2L-STRIPS	BLEU	89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Tesseract	Character Error Rate (CER)	0.08	—	Unverified
2	EasyOCR	Character Error Rate (CER)	0.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	I2L-STRIPS	BLEU	88.86	—	Unverified