Text Spotting

Scene Text Spotting is the combination of Scene Text Detection and Scene Text Recognition in an end-to-end manner. It is the ability to read natural text in the wild.

Papers

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Showing 76–100 of 112 papers

Title	Date	Tasks	Status
Extremely Low-light Image Enhancement with Scene Text Restoration	Apr 1, 2022	Image EnhancementImage Restoration	CodeCode Available
DEER: Detection-agnostic End-to-End Recognizer for Scene Text Spotting	Mar 10, 2022	DecoderText Spotting	—Unverified
Towards Weakly-Supervised Text Spotting using a Multi-Task Transformer	Feb 11, 2022	Text DetectionText Spotting	—Unverified
ARTS: Eliminating Inconsistency between Text Detection and Recognition with Auto-Rectification Text Spotter	Oct 20, 2021	Text DetectionText Spotting	—Unverified
ICDAR 2021 Competition on Scene Video Text Spotting	Jul 26, 2021	Task 2Text Detection	—Unverified
ICDAR 2021 Competition on Integrated Circuit Text Spotting and Aesthetic Assessment	Jul 12, 2021	Text Spotting	CodeCode Available
Open Images V5 Text Annotation and Yet Another Mask Text Spotter	Jun 23, 2021	text annotationText Spotting	CodeCode Available
Context-Free TextSpotter for Real-Time and Mobile End-to-End Text Detection and Recognition	Jun 10, 2021	GPUOptical Character Recognition (OCR)	—Unverified
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network	Apr 12, 2021	DecoderOptical Character Recognition (OCR)	CodeCode Available
1st Place Solution to ICDAR 2021 RRC-ICTEXT End-to-end Text Spotting and Aesthetic Assessment on Integrated Circuit	Apr 8, 2021	Text Spotting	—Unverified
Scene Text Detection for Augmented Reality -- Character Bigram Approach to reduce False Positive Rate	Dec 26, 2020	Scene Text DetectionScene Understanding	—Unverified
MANGO: A Mask Attention Guided One-Stage Scene Text Spotter	Dec 8, 2020	Decoderglobal-optimization	CodeCode Available
Character Region Attention For Text Spotting	Jul 19, 2020	DecoderText Detection	—Unverified
Textual Visual Semantic Dataset for Text Spotting	Apr 21, 2020	Image Descriptiontext similarity	—Unverified
Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting	Feb 17, 2020	global-optimizationText Detection	CodeCode Available
A Feasible Framework for Arbitrary-Shaped Scene Text Recognition	Dec 10, 2019	Instance SegmentationLanguage Modeling	CodeCode Available
All You Need Is Boundary: Toward Arbitrary-Shaped Text Spotting	Nov 21, 2019	AllInstance Segmentation	—Unverified
A method for detecting text of arbitrary shapes in natural scenes that improves text spotting	Nov 16, 2019	Scene Text DetectionText Detection	—Unverified
TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting	Oct 1, 2019	Text DetectionText Spotting	—Unverified
Semantic Relatedness Based Re-ranker for Text Spotting	Sep 17, 2019	ClusteringDimensionality Reduction	CodeCode Available
ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT)	Sep 16, 2019	Scene Text DetectionScene Text Recognition	CodeCode Available
Towards Unconstrained End-to-End Text Spotting	Aug 24, 2019	Instance SegmentationOptical Character Recognition (OCR)	—Unverified
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes	Aug 22, 2019	Scene Text RecognitionSemantic Segmentation	CodeCode Available
Deep Neural Network for Semantic-based Text Recognition in Images	Aug 4, 2019	Text Spotting	—Unverified
Towards End-to-End Text Spotting in Natural Scenes	Jun 14, 2019	Image CroppingText Detection	—Unverified

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All datasets ICDAR 2015 Total-Text SCUT-CTW1500 Inverse-Text

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UNITS	F-measure (%) - Strong Lexicon	89	—	Unverified
2	DeepSolo (ViTAEv2-S, TextOCR)	F-measure (%) - Strong Lexicon	88.1	—	Unverified
3	DeepSolo(ResNet-50, TextOCR)	F-measure (%) - Strong Lexicon	88	—	Unverified
4	DeepSolo(ResNet-50)	F-measure (%) - Strong Lexicon	86.8	—	Unverified
5	SRTS	F-measure (%) - Strong Lexicon	85.6	—	Unverified
6	TESTR	F-measure (%) - Strong Lexicon	85.2	—	Unverified
7	A3S	F-measure (%) - Strong Lexicon	84.8	—	Unverified
8	GLASS	F-measure (%) - Strong Lexicon	84.7	—	Unverified
9	SwinTextSpotter	F-measure (%) - Strong Lexicon	83.9	—	Unverified
10	FOTS	F-measure (%) - Strong Lexicon	83.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepSolo (ViTAEv2-S, TextOCR)	F-measure (%) - No Lexicon	83.6	—	Unverified
2	DeepSolo (ResNet-50, TextOCR)	F-measure (%) - No Lexicon	82.5	—	Unverified
3	DeepSolo (ResNet-50)	F-measure (%) - No Lexicon	79.7	—	Unverified
4	A3S	F-measure (%) - No Lexicon	79.4	—	Unverified
5	UNITS	F-measure (%) - No Lexicon	78.7	—	Unverified
6	GLASS	F-measure (%) - No Lexicon	76.6	—	Unverified
7	DEER	F-measure (%) - No Lexicon	74.8	—	Unverified
8	SwinTextSpotter	F-measure (%) - No Lexicon	74.3	—	Unverified
9	TESTR	F-measure (%) - No Lexicon	73.3	—	Unverified
10	MANGO	F-measure (%) - No Lexicon	72.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	A3S	F-measure (%) - No Lexicon	64.4	—	Unverified
2	DeepSolo (ResNet-50)	F-measure (%) - No Lexicon	64.2	—	Unverified
3	SPTS	F-measure (%) - No Lexicon	63.6	—	Unverified
4	ABINet++	F-measure (%) - No Lexicon	60.2	—	Unverified
5	TPSNet	F-measure (%) - No Lexicon	59.7	—	Unverified
6	MANGO	F-measure (%) - No Lexicon	58.9	—	Unverified
7	ABCNet v2	F-measure (%) - No Lexicon	57.5	—	Unverified
8	TextPerceptron	F-measure (%) - No Lexicon	57	—	Unverified
9	TESTR	F-measure (%) - No Lexicon	56	—	Unverified
10	SwinTextSpotter	F-measure (%) - No Lexicon	51.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepSolo (ViTAEv2-S, TextOCR)	F-measure (%) - No Lexicon	68.8	—	Unverified
2	DeepSolo (ResNet-50, TextOCR)	F-measure (%) - No Lexicon	64.6	—	Unverified
3	SwinTextSpotter	F-measure (%) - No Lexicon	55.4	—	Unverified
4	DeepSolo (ResNet-50)	F-measure (%) - No Lexicon	48.5	—	Unverified
5	MaskTextSpotter v2	F-measure (%) - No Lexicon	39	—	Unverified
6	SPTS	F-measure (%) - No Lexicon	38.3	—	Unverified
7	ABCNet v2	F-measure (%) - No Lexicon	34.5	—	Unverified
8	TESTR	F-measure (%) - No Lexicon	34.2	—	Unverified
9	ABCNet	F-measure (%) - No Lexicon	22.2	—	Unverified