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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 112 papers

Title	Date	Tasks	Status	Hype
Filtering, Distillation, and Hard Negatives for Vision-Language Pre-Training	Jan 5, 2023	Contrastive LearningText Spotting	CodeCode Available	1
SPTS v2: Single-Point Scene Text Spotting	Jan 4, 2023	DecoderText Detection	CodeCode Available	1
ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Spotting	Nov 19, 2022	BlockingLanguage Modeling	CodeCode Available	1
DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting	Nov 19, 2022	DecoderScene Text Detection	CodeCode Available	2
GLASS: Global to Local Attention for Scene-Text Spotting	Aug 5, 2022	Text DetectionText Spotting	CodeCode Available	1
Real-time End-to-End Video Text Spotter with Contrastive Representation Learning	Jul 18, 2022	Contrastive LearningGPU	CodeCode Available	0
Single Shot Self-Reliant Scene Text Spotter by Decoupled yet Collaborative Detection and Recognition	Jul 15, 2022	Text DetectionText Spotting	CodeCode Available	0
Dynamic Low-Resolution Distillation for Cost-Efficient End-to-End Text Spotting	Jul 14, 2022	global-optimizationKnowledge Distillation	CodeCode Available	0
E^2VTS: Energy-Efficient Video Text Spotting from Unmanned Aerial Vehicles	Jun 5, 2022	Text Spotting	CodeCode Available	0
Text Detection & Recognition in the Wild for Robot Localization	May 17, 2022	Text DetectionText Spotting	—Unverified	0
Text Spotting Transformers	Apr 5, 2022	Text DetectionText Spotting	CodeCode Available	1
Extremely Low-light Image Enhancement with Scene Text Restoration	Apr 1, 2022	Image EnhancementImage Restoration	CodeCode Available	0
End-to-End Video Text Spotting with Transformer	Mar 20, 2022	Text DetectionText Spotting	CodeCode Available	1
SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition	Mar 19, 2022	Scene Text DetectionText Detection	CodeCode Available	2
DEER: Detection-agnostic End-to-End Recognizer for Scene Text Spotting	Mar 10, 2022	DecoderText Spotting	—Unverified	0
Towards Weakly-Supervised Text Spotting using a Multi-Task Transformer	Feb 11, 2022	Text DetectionText Spotting	—Unverified	0
SPTS: Single-Point Text Spotting	Dec 15, 2021	Language ModellingText Detection	CodeCode Available	1
A Bilingual, OpenWorld Video Text Dataset and End-to-end Video Text Spotter with Transformer	Dec 9, 2021	text annotationText Spotting	CodeCode Available	1
TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text Representation	Oct 25, 2021	Scene Text DetectionScene Text Recognition	CodeCode Available	1
ARTS: Eliminating Inconsistency between Text Detection and Recognition with Auto-Rectification Text Spotter	Oct 20, 2021	Text DetectionText Spotting	—Unverified	0
ICDAR 2021 Competition on Scene Video Text Spotting	Jul 26, 2021	Task 2Text Detection	—Unverified	0
ICDAR 2021 Competition on Integrated Circuit Text Spotting and Aesthetic Assessment	Jul 12, 2021	Text Spotting	CodeCode Available	0
Open Images V5 Text Annotation and Yet Another Mask Text Spotter	Jun 23, 2021	text annotationText Spotting	CodeCode Available	0
Dictionary-Guided Scene Text Recognition	Jun 19, 2021	Scene Text DetectionScene Text Recognition	CodeCode Available	1
Context-Free TextSpotter for Real-Time and Mobile End-to-End Text Detection and Recognition	Jun 10, 2021	GPUOptical Character Recognition (OCR)	—Unverified	0

Show:10 25 50

← PrevPage 3 of 5Next →

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