Text Spotting on ICDAR 2015

Metric: F-measure (%) - Weak Lexicon (higher is better)

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#	Model↕	F-measure (%) - Weak Lexicon▼	Extra Data	Paper	Date↕	Code
1	UNITS	84.1	No	Towards Unified Scene Text Spotting based on Seq...	2023-04-07	Code
2	DeepSolo (ViTAEv2-S, TextOCR)	83.9	No	DeepSolo: Let Transformer Decoder with Explicit ...	2022-11-19	Code
3	A3S	83.7	No	A3S: Adversarial learning of semantic representa...	2023-02-21	-
4	DeepSolo(ResNet-50, TextOCR)	83.5	No	DeepSolo: Let Transformer Decoder with Explicit ...	2022-11-19	Code
5	DeepSolo(ResNet-50)	81.9	No	DeepSolo: Let Transformer Decoder with Explicit ...	2022-11-19	Code
6	SRTS	81.7	No	Single Shot Self-Reliant Scene Text Spotter by D...	2022-07-15	Code
7	GLASS	80.1	No	GLASS: Global to Local Attention for Scene-Text ...	2022-08-05	Code
8	TESTR	79.4	No	Text Spotting Transformers	2022-04-05	Code
9	MANGO	78.9	No	MANGO: A Mask Attention Guided One-Stage Scene T...	2020-12-08	Code
10	ABCNet v2	78.5	No	ABCNet v2: Adaptive Bezier-Curve Network for Rea...	2021-05-08	Code
11	PGNet	78.3	No	PGNet: Real-time Arbitrarily-Shaped Text Spottin...	2021-04-12	Code
12	TextDragon	78.3	No	-	-	-
13	MaskTextSpotter v3	78.1	No	Mask TextSpotter v3: Segmentation Proposal Netwo...	2020-07-18	Code
14	SPTS v2	77.7	No	SPTS v2: Single-Point Scene Text Spotting	2023-01-04	Code
15	SwinTextSpotter	77.3	No	SwinTextSpotter: Scene Text Spotting via Better ...	2022-03-19	Code
16	TextPerceptron	76.6	No	Text Perceptron: Towards End-to-End Arbitrary-Sh...	2020-02-17	Code
17	FOTS	74.5	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
18	SPTS	70.2	No	SPTS: Single-Point Text Spotting	2021-12-15	Code

#1UNITSSOTA
84.1
F-measure (%) - Weak Lexicon· 2023-04-07
Towards Unified Scene Text Spotting based on Sequence Generation Code
#2DeepSolo (ViTAEv2-S, TextOCR)SOTA
83.9
F-measure (%) - Weak Lexicon· 2022-11-19
DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code
#3A3S
83.7
F-measure (%) - Weak Lexicon· 2023-02-21
A3S: Adversarial learning of semantic representations for Scene-Text Spotting
#4DeepSolo(ResNet-50, TextOCR)
83.5
F-measure (%) - Weak Lexicon· 2022-11-19
DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code
#5DeepSolo(ResNet-50)
81.9
F-measure (%) - Weak Lexicon· 2022-11-19
DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code
#6SRTSSOTA
81.7
F-measure (%) - Weak Lexicon· 2022-07-15
Single Shot Self-Reliant Scene Text Spotter by Decoupled yet Collaborative Detection and Recognition Code
#7GLASS
80.1
F-measure (%) - Weak Lexicon· 2022-08-05
GLASS: Global to Local Attention for Scene-Text Spotting Code
#8TESTRSOTA
79.4
F-measure (%) - Weak Lexicon· 2022-04-05
Text Spotting Transformers Code
#9MANGOSOTA
78.9
F-measure (%) - Weak Lexicon· 2020-12-08
MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code
#10ABCNet v2
78.5
F-measure (%) - Weak Lexicon· 2021-05-08
ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code
#11PGNet
78.3
F-measure (%) - Weak Lexicon· 2021-04-12
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code
#12TextDragon
78.3
F-measure (%) - Weak Lexicon
No paper
#13MaskTextSpotter v3SOTA
78.1
F-measure (%) - Weak Lexicon· 2020-07-18
Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spotting Code
#14SPTS v2
77.7
F-measure (%) - Weak Lexicon· 2023-01-04
SPTS v2: Single-Point Scene Text Spotting Code
#15SwinTextSpotter
77.3
F-measure (%) - Weak Lexicon· 2022-03-19
SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code
#16TextPerceptronSOTA
76.6
F-measure (%) - Weak Lexicon· 2020-02-17
Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting Code
#17FOTSSOTA
74.5
F-measure (%) - Weak Lexicon· 2018-01-05
FOTS: Fast Oriented Text Spotting with a Unified Network Code
#18SPTS
70.2
F-measure (%) - Weak Lexicon· 2021-12-15
SPTS: Single-Point Text Spotting Code