Scene Text Detection on ICDAR 2015

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	TextFuseNet (ResNeXt-101)	93.96	No	-	-	Code
2	CharNet H-88 (multi-scale)	92.65	No	Convolutional Character Networks	2019-10-17	Code
3	SBD	92.1	No	Exploring the Capacity of an Orderless Box Discr...	2019-12-20	Code
4	FOTS MS	91.85	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
5	DB-ResNet-50 (1152)	91.8	No	Real-time Scene Text Detection with Differentiab...	2019-11-20	Code
6	Mask TextSpotter	91.6	No	Mask TextSpotter: An End-to-End Trainable Neural...	2018-07-06	Code
7	CharNet H-57 (multi-scale)	91.43	No	Convolutional Character Networks	2019-10-17	Code
8	PMTD	91.3	No	Pyramid Mask Text Detector	2019-03-28	Code
9	CharNet H-50 (single-scale)	91.15	No	Convolutional Character Networks	2019-10-17	Code
10	FOTS	91	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
11	CharNet H-50 (multi-scale)	90.9	No	Convolutional Character Networks	2019-10-17	Code
12	DBNet++ (ResNet-50) (1152)	90.9	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
13	PAN	90.8	No	Mask R-CNN with Pyramid Attention Network for Sc...	2018-11-22	-
14	GNNets	90.41	No	Geometry Normalization Networks for Accurate Sce...	2019-09-02	Code
15	DBNet++ (ResNet-18) (736)	90.1	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
16	CharNet H-88 (single-scale)	89.99	No	Convolutional Character Networks	2019-10-17	Code
17	CRAFT	89.8	No	Character Region Awareness for Text Detection	2019-04-03	Code
18	FAST-B-1280	89.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
19	Corner Localization (multi-scale)	89.5	No	Multi-Oriented Scene Text Detection via Corner L...	2018-02-25	Code
20	FAST-B-896	89.2	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
21	CharNet H-57 (single-scale)	88.88	No	Convolutional Character Networks	2019-10-17	Code
22	SPCNET	88.7	No	Scene Text Detection with Supervised Pyramid Con...	2018-11-21	Code
23	PSENet-1s	88.7	No	Shape Robust Text Detection with Progressive Sca...	2018-06-07	Code
24	Corner-based Region Proposals	88.7	No	Detecting Multi-Oriented Text with Corner-based ...	2018-04-08	Code
25	FTSN + MNMS	88.6	No	Fused Text Segmentation Networks for Multi-orien...	2017-09-11	-
26	FAST-B-736	88	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
27	Quad_MS	87.8	No	TextBoxes++: A Single-Shot Oriented Scene Text D...	2018-01-09	Code
28	PSENet-1s	86.9	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
29	SAST	86.72	No	A Single-Shot Arbitrarily-Shaped Text Detector b...	2019-08-15	Code
30	FAST-S-736	86.3	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
31	FAST-T-736	86	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
32	SLPR	85.5	No	PixelLink: Detecting Scene Text via Instance Seg...	2018-01-04	Code
33	PixelLink+VGG16 2s	85.5	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
34	TextSnake	84.9	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
35	PAN	84	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
36	EAST + PVANET2x RBOX (single-scale)	83.6	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
37	EAST + PVANET2x RBOX (multi-scale)	83.3	No	Single Shot Text Detector with Regional Attention	2017-09-01	Code
38	SSTD	80	No	WordSup: Exploiting Word Annotations for Charact...	2017-08-22	-
39	WordSup (VGG16-synth-icdar)	79.3	No	Detecting Oriented Text in Natural Images by Lin...	2017-03-19	Code
40	SegLink	73.1	No	Multi-Oriented Text Detection with Fully Convolu...	2016-04-14	Code
41	MCLAB_FCN	70.8	No	PGNet: Real-time Arbitrarily-Shaped Text Spottin...	2021-04-12	Code

#1TextFuseNet (ResNeXt-101)
93.96
Precision
No paperCode
#2CharNet H-88 (multi-scale)SOTA
92.65
Precision· 2019-10-17
Convolutional Character Networks Code
#3SBD
92.1
Precision· 2019-12-20
Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code
#4FOTS MSSOTA
91.85
Precision· 2018-01-05
FOTS: Fast Oriented Text Spotting with a Unified Network Code
#5DB-ResNet-50 (1152)
91.8
Precision· 2019-11-20
Real-time Scene Text Detection with Differentiable Binarization Code
#6Mask TextSpotter
91.6
Precision· 2018-07-06
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code
#7CharNet H-57 (multi-scale)
91.43
Precision· 2019-10-17
Convolutional Character Networks Code
#8PMTD
91.3
Precision· 2019-03-28
Pyramid Mask Text Detector Code
#9CharNet H-50 (single-scale)
91.15
Precision· 2019-10-17
Convolutional Character Networks Code
#10FOTS
91
Precision· 2018-01-05
FOTS: Fast Oriented Text Spotting with a Unified Network Code
#11CharNet H-50 (multi-scale)
90.9
Precision· 2019-10-17
Convolutional Character Networks Code
#12DBNet++ (ResNet-50) (1152)
90.9
Precision· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#13PAN
90.8
Precision· 2018-11-22
Mask R-CNN with Pyramid Attention Network for Scene Text Detection
#14GNNets
90.41
Precision· 2019-09-02
Geometry Normalization Networks for Accurate Scene Text Detection Code
#15DBNet++ (ResNet-18) (736)
90.1
Precision· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#16CharNet H-88 (single-scale)
89.99
Precision· 2019-10-17
Convolutional Character Networks Code
#17CRAFT
89.8
Precision· 2019-04-03
Character Region Awareness for Text Detection Code
#18FAST-B-1280
89.7
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#19Corner Localization (multi-scale)
89.5
Precision· 2018-02-25
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code
#20FAST-B-896
89.2
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#21CharNet H-57 (single-scale)
88.88
Precision· 2019-10-17
Convolutional Character Networks Code
#22SPCNET
88.7
Precision· 2018-11-21
Scene Text Detection with Supervised Pyramid Context Network Code
#23PSENet-1s
88.7
Precision· 2018-06-07
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#24Corner-based Region Proposals
88.7
Precision· 2018-04-08
Detecting Multi-Oriented Text with Corner-based Region Proposals Code
#25FTSN + MNMSSOTA
88.6
Precision· 2017-09-11
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection
#26FAST-B-736
88
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#27Quad_MS
87.8
Precision· 2018-01-09
TextBoxes++: A Single-Shot Oriented Scene Text Detector Code
#28PSENet-1s
86.9
Precision· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#29SAST
86.72
Precision· 2019-08-15
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning Code
#30FAST-S-736
86.3
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#31FAST-T-736
86
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#32SLPR
85.5
Precision· 2018-01-04
PixelLink: Detecting Scene Text via Instance Segmentation Code
#33PixelLink+VGG16 2s
85.5
Precision· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#34TextSnake
84.9
Precision· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#35PANSOTA
84
Precision· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#36EAST + PVANET2x RBOX (single-scale)
83.6
Precision· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#37EAST + PVANET2x RBOX (multi-scale)
83.3
Precision· 2017-09-01
Single Shot Text Detector with Regional Attention Code
#38SSTD
80
Precision· 2017-08-22
WordSup: Exploiting Word Annotations for Character based Text Detection
#39WordSup (VGG16-synth-icdar)SOTA
79.3
Precision· 2017-03-19
Detecting Oriented Text in Natural Images by Linking Segments Code
#40SegLinkSOTA
73.1
Precision· 2016-04-14
Multi-Oriented Text Detection with Fully Convolutional Networks Code
#41MCLAB_FCN
70.8
Precision· 2021-04-12
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code