Scene Text Detection on ICDAR 2015

Metric: F-Measure (higher is better)

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#	Model↕	F-Measure▼	Extra Data	Paper	Date↕	Code
1	TextFuseNet (ResNeXt-101)	92.23	No	-	-	Code
2	CharNet H-88 (multi-scale)	91.55	No	Convolutional Character Networks	2019-10-17	Code
3	CharNet H-88 (single-scale)	90.97	No	Convolutional Character Networks	2019-10-17	Code
4	CharNet H-50 (multi-scale)	90.16	No	Convolutional Character Networks	2019-10-17	Code
5	SBD	90.1	No	Exploring the Capacity of an Orderless Box Discr...	2019-12-20	Code
6	CharNet H-57 (multi-scale)	90.06	No	Convolutional Character Networks	2019-10-17	Code
7	FOTS MS	89.84	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
8	CharNet H-50 (single-scale)	89.7	No	Convolutional Character Networks	2019-10-17	Code
9	CharNet H-57 (single-scale)	89.66	No	Convolutional Character Networks	2019-10-17	Code
10	PMTD	89.33	No	Pyramid Mask Text Detector	2019-03-28	Code
11	GNNets	88.52	No	Geometry Normalization Networks for Accurate Sce...	2019-09-02	Code
12	FOTS	87.99	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
13	DB-ResNet-50 (1152)	87.3	No	Real-time Scene Text Detection with Differentiab...	2019-11-20	Code
14	DBNet++ (ResNet-50) (1152)	87.3	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
15	SPCNET	87.2	No	Scene Text Detection with Supervised Pyramid Con...	2018-11-21	Code
16	FAST-B-1280	87.1	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
17	PSENet-1s	87.1	No	Shape Robust Text Detection with Progressive Sca...	2018-06-07	Code
18	SAST	86.91	No	A Single-Shot Arbitrarily-Shaped Text Detector b...	2019-08-15	Code
19	CRAFT	86.9	No	Character Region Awareness for Text Detection	2019-04-03	Code
20	FAST-B-896	86.3	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
21	Mask TextSpotter	86	No	Mask TextSpotter: An End-to-End Trainable Neural...	2018-07-06	Code
22	PAN	85.9	No	Mask R-CNN with Pyramid Attention Network for Sc...	2018-11-22	-
23	PSENet-1s	85.7	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
24	FAST-B-736	84.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
25	Corner-based Region Proposals	84.5	No	Detecting Multi-Oriented Text with Corner-based ...	2018-04-08	Code
26	SLPR	84.5	No	PixelLink: Detecting Scene Text via Instance Seg...	2018-01-04	Code
27	Corner Localization (multi-scale)	84.3	No	Multi-Oriented Scene Text Detection via Corner L...	2018-02-25	Code
28	FTSN + MNMS	84.1	No	Fused Text Segmentation Networks for Multi-orien...	2017-09-11	-
29	PixelLink+VGG16 2s	83.7	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
30	DBNet++ (ResNet-18) (736)	83.1	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
31	Quad_MS	82.9	No	TextBoxes++: A Single-Shot Oriented Scene Text D...	2018-01-09	Code
32	FAST-S-736	82.9	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
33	PAN	82.9	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
34	TextSnake	82.6	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
35	FAST-T-736	81.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
36	EAST + PVANET2x RBOX (multi-scale)	80.7	No	Single Shot Text Detector with Regional Attention	2017-09-01	Code
37	EAST + PVANET2x RBOX (single-scale)	78.2	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
38	WordSup (VGG16-synth-icdar)	78.2	No	Detecting Oriented Text in Natural Images by Lin...	2017-03-19	Code
39	SSTD	77	No	WordSup: Exploiting Word Annotations for Charact...	2017-08-22	-
40	SegLink	75	No	Multi-Oriented Text Detection with Fully Convolu...	2016-04-14	Code
41	MCLAB_FCN	53.6	No	PGNet: Real-time Arbitrarily-Shaped Text Spottin...	2021-04-12	Code

#1TextFuseNet (ResNeXt-101)
92.23
F-Measure
No paperCode
#2CharNet H-88 (multi-scale)SOTA
91.55
F-Measure· 2019-10-17
Convolutional Character Networks Code
#3CharNet H-88 (single-scale)
90.97
F-Measure· 2019-10-17
Convolutional Character Networks Code
#4CharNet H-50 (multi-scale)
90.16
F-Measure· 2019-10-17
Convolutional Character Networks Code
#5SBD
90.1
F-Measure· 2019-12-20
Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code
#6CharNet H-57 (multi-scale)
90.06
F-Measure· 2019-10-17
Convolutional Character Networks Code
#7FOTS MSSOTA
89.84
F-Measure· 2018-01-05
FOTS: Fast Oriented Text Spotting with a Unified Network Code
#8CharNet H-50 (single-scale)
89.7
F-Measure· 2019-10-17
Convolutional Character Networks Code
#9CharNet H-57 (single-scale)
89.66
F-Measure· 2019-10-17
Convolutional Character Networks Code
#10PMTD
89.33
F-Measure· 2019-03-28
Pyramid Mask Text Detector Code
#11GNNets
88.52
F-Measure· 2019-09-02
Geometry Normalization Networks for Accurate Scene Text Detection Code
#12FOTS
87.99
F-Measure· 2018-01-05
FOTS: Fast Oriented Text Spotting with a Unified Network Code
#13DB-ResNet-50 (1152)
87.3
F-Measure· 2019-11-20
Real-time Scene Text Detection with Differentiable Binarization Code
#14DBNet++ (ResNet-50) (1152)
87.3
F-Measure· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#15SPCNET
87.2
F-Measure· 2018-11-21
Scene Text Detection with Supervised Pyramid Context Network Code
#16FAST-B-1280
87.1
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#17PSENet-1s
87.1
F-Measure· 2018-06-07
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#18SAST
86.91
F-Measure· 2019-08-15
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning Code
#19CRAFT
86.9
F-Measure· 2019-04-03
Character Region Awareness for Text Detection Code
#20FAST-B-896
86.3
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#21Mask TextSpotter
86
F-Measure· 2018-07-06
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code
#22PAN
85.9
F-Measure· 2018-11-22
Mask R-CNN with Pyramid Attention Network for Scene Text Detection
#23PSENet-1s
85.7
F-Measure· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#24FAST-B-736
84.7
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#25Corner-based Region Proposals
84.5
F-Measure· 2018-04-08
Detecting Multi-Oriented Text with Corner-based Region Proposals Code
#26SLPRSOTA
84.5
F-Measure· 2018-01-04
PixelLink: Detecting Scene Text via Instance Segmentation Code
#27Corner Localization (multi-scale)
84.3
F-Measure· 2018-02-25
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code
#28FTSN + MNMSSOTA
84.1
F-Measure· 2017-09-11
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection
#29PixelLink+VGG16 2s
83.7
F-Measure· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#30DBNet++ (ResNet-18) (736)
83.1
F-Measure· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#31Quad_MS
82.9
F-Measure· 2018-01-09
TextBoxes++: A Single-Shot Oriented Scene Text Detector Code
#32FAST-S-736
82.9
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#33PANSOTA
82.9
F-Measure· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#34TextSnake
82.6
F-Measure· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#35FAST-T-736
81.7
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#36EAST + PVANET2x RBOX (multi-scale)
80.7
F-Measure· 2017-09-01
Single Shot Text Detector with Regional Attention Code
#37EAST + PVANET2x RBOX (single-scale)
78.2
F-Measure· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#38WordSup (VGG16-synth-icdar)SOTA
78.2
F-Measure· 2017-03-19
Detecting Oriented Text in Natural Images by Linking Segments Code
#39SSTD
77
F-Measure· 2017-08-22
WordSup: Exploiting Word Annotations for Character based Text Detection
#40SegLinkSOTA
75
F-Measure· 2016-04-14
Multi-Oriented Text Detection with Fully Convolutional Networks Code
#41MCLAB_FCN
53.6
F-Measure· 2021-04-12
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code