Scene Text Detection on ICDAR 2015

Metric: Recall (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	CharNet H-88 (single-scale)	91.98	No	Convolutional Character Networks	2019-10-17	Code
2	TextFuseNet (ResNeXt-101)	90.56	No	-	-	Code
3	CharNet H-88 (multi-scale)	90.47	No	Convolutional Character Networks	2019-10-17	Code
4	CharNet H-57 (single-scale)	90.45	No	Convolutional Character Networks	2019-10-17	Code
5	CharNet H-50 (multi-scale)	89.44	No	Convolutional Character Networks	2019-10-17	Code
6	CharNet H-57 (multi-scale)	88.74	No	Convolutional Character Networks	2019-10-17	Code
7	CharNet H-50 (single-scale)	88.3	No	Convolutional Character Networks	2019-10-17	Code
8	SBD	88.2	No	Exploring the Capacity of an Orderless Box Discr...	2019-12-20	Code
9	FOTS MS	87.92	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
10	PMTD	87.43	No	Pyramid Mask Text Detector	2019-03-28	Code
11	SAST	87.09	No	A Single-Shot Arbitrarily-Shaped Text Detector b...	2019-08-15	Code
12	GNNets	86.71	No	Geometry Normalization Networks for Accurate Sce...	2019-09-02	Code
13	SPCNET	85.8	No	Scene Text Detection with Supervised Pyramid Con...	2018-11-21	Code
14	PSENet-1s	85.5	No	Shape Robust Text Detection with Progressive Sca...	2018-06-07	Code
15	FOTS	85.17	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
16	FAST-B-1280	84.6	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
17	PSENet-1s	84.5	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
18	CRAFT	84.3	No	Character Region Awareness for Text Detection	2019-04-03	Code
19	DBNet++ (ResNet-50) (1152)	83.9	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
20	FAST-B-896	83.6	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
21	SLPR	83.6	No	PixelLink: Detecting Scene Text via Instance Seg...	2018-01-04	Code
22	DB-ResNet-50 (1152)	83.2	No	Real-time Scene Text Detection with Differentiab...	2019-11-20	Code
23	PixelLink+VGG16 2s	82	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
24	PAN	81.9	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
25	FAST-B-736	81.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
26	PAN	81.5	No	Mask R-CNN with Pyramid Attention Network for Sc...	2018-11-22	-
27	Mask TextSpotter	81	No	Mask TextSpotter: An End-to-End Trainable Neural...	2018-07-06	Code
28	Corner-based Region Proposals	80.7	No	Detecting Multi-Oriented Text with Corner-based ...	2018-04-08	Code
29	TextSnake	80.4	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
30	FTSN + MNMS	80	No	Fused Text Segmentation Networks for Multi-orien...	2017-09-11	-
31	FAST-S-736	79.8	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
32	Corner Localization (multi-scale)	79.7	No	Multi-Oriented Scene Text Detection via Corner L...	2018-02-25	Code
33	Quad_MS	78.5	No	TextBoxes++: A Single-Shot Oriented Scene Text D...	2018-01-09	Code
34	EAST + PVANET2x RBOX (multi-scale)	78.3	No	Single Shot Text Detector with Regional Attention	2017-09-01	Code
35	FAST-T-736	77.9	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
36	DBNet++ (ResNet-18) (736)	77.2	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
37	WordSup (VGG16-synth-icdar)	77	No	Detecting Oriented Text in Natural Images by Lin...	2017-03-19	Code
38	SegLink	76.8	No	Multi-Oriented Text Detection with Fully Convolu...	2016-04-14	Code
39	EAST + PVANET2x RBOX (single-scale)	73.5	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
40	SSTD	73	No	WordSup: Exploiting Word Annotations for Charact...	2017-08-22	-
41	MCLAB_FCN	43	No	PGNet: Real-time Arbitrarily-Shaped Text Spottin...	2021-04-12	Code

#1CharNet H-88 (single-scale)SOTA
91.98
Recall· 2019-10-17
Convolutional Character Networks Code
#2TextFuseNet (ResNeXt-101)
90.56
Recall
No paperCode
#3CharNet H-88 (multi-scale)
90.47
Recall· 2019-10-17
Convolutional Character Networks Code
#4CharNet H-57 (single-scale)
90.45
Recall· 2019-10-17
Convolutional Character Networks Code
#5CharNet H-50 (multi-scale)
89.44
Recall· 2019-10-17
Convolutional Character Networks Code
#6CharNet H-57 (multi-scale)
88.74
Recall· 2019-10-17
Convolutional Character Networks Code
#7CharNet H-50 (single-scale)
88.3
Recall· 2019-10-17
Convolutional Character Networks Code
#8SBD
88.2
Recall· 2019-12-20
Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code
#9FOTS MSSOTA
87.92
Recall· 2018-01-05
FOTS: Fast Oriented Text Spotting with a Unified Network Code
#10PMTD
87.43
Recall· 2019-03-28
Pyramid Mask Text Detector Code
#11SAST
87.09
Recall· 2019-08-15
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning Code
#12GNNets
86.71
Recall· 2019-09-02
Geometry Normalization Networks for Accurate Scene Text Detection Code
#13SPCNET
85.8
Recall· 2018-11-21
Scene Text Detection with Supervised Pyramid Context Network Code
#14PSENet-1s
85.5
Recall· 2018-06-07
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#15FOTS
85.17
Recall· 2018-01-05
FOTS: Fast Oriented Text Spotting with a Unified Network Code
#16FAST-B-1280
84.6
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#17PSENet-1s
84.5
Recall· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#18CRAFT
84.3
Recall· 2019-04-03
Character Region Awareness for Text Detection Code
#19DBNet++ (ResNet-50) (1152)
83.9
Recall· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#20FAST-B-896
83.6
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#21SLPRSOTA
83.6
Recall· 2018-01-04
PixelLink: Detecting Scene Text via Instance Segmentation Code
#22DB-ResNet-50 (1152)
83.2
Recall· 2019-11-20
Real-time Scene Text Detection with Differentiable Binarization Code
#23PixelLink+VGG16 2s
82
Recall· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#24PANSOTA
81.9
Recall· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#25FAST-B-736
81.7
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#26PAN
81.5
Recall· 2018-11-22
Mask R-CNN with Pyramid Attention Network for Scene Text Detection
#27Mask TextSpotter
81
Recall· 2018-07-06
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code
#28Corner-based Region Proposals
80.7
Recall· 2018-04-08
Detecting Multi-Oriented Text with Corner-based Region Proposals Code
#29TextSnake
80.4
Recall· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#30FTSN + MNMS
80
Recall· 2017-09-11
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection
#31FAST-S-736
79.8
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#32Corner Localization (multi-scale)
79.7
Recall· 2018-02-25
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code
#33Quad_MS
78.5
Recall· 2018-01-09
TextBoxes++: A Single-Shot Oriented Scene Text Detector Code
#34EAST + PVANET2x RBOX (multi-scale)
78.3
Recall· 2017-09-01
Single Shot Text Detector with Regional Attention Code
#35FAST-T-736
77.9
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#36DBNet++ (ResNet-18) (736)
77.2
Recall· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#37WordSup (VGG16-synth-icdar)SOTA
77
Recall· 2017-03-19
Detecting Oriented Text in Natural Images by Linking Segments Code
#38SegLinkSOTA
76.8
Recall· 2016-04-14
Multi-Oriented Text Detection with Fully Convolutional Networks Code
#39EAST + PVANET2x RBOX (single-scale)
73.5
Recall· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#40SSTD
73
Recall· 2017-08-22
WordSup: Exploiting Word Annotations for Character based Text Detection
#41MCLAB_FCN
43
Recall· 2021-04-12
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code