Scene Text Detection on Total-Text

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	MixNet	93	No	MixNet: Toward Accurate Detection of Challenging...	2023-08-23	Code
2	FAST-B-800	90	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
3	FAST-B-640	89.9	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
4	CharNet H-88	89.9	No	Convolutional Character Networks	2019-10-17	Code
5	I3CL + SSL(ResNet-50)	89.8	No	I3CL:Intra- and Inter-Instance Collaborative Lea...	2021-08-03	Code
6	FAST-B-512	89.6	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
7	PAN-640	89.3	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
8	TextFuseNet (ResNeXt-101)	89.2	No	-	-	Code
9	DBNet++ (ResNet-50) (800)	88.9	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
10	FAST-S-512	88.3	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
11	CharNet H-88 (multi-scale)	88	No	Convolutional Character Networks	2019-10-17	Code
12	CRAFT	87.6	No	Character Region Awareness for Text Detection	2019-04-03	Code
13	DBNet++ (ResNet-18) (800)	87.4	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
14	FAST-T-448	86.5	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
15	FTSN	84.7	No	Fused Text Segmentation Networks for Multi-orien...	2017-09-11	-
16	PSENet-4s	84.5	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
17	SPCNET	83	No	Scene Text Detection with Supervised Pyramid Con...	2018-11-21	Code
18	TextSnake	82.7	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
19	TextFiled	81.2	No	TextField: Learning A Deep Direction Field for I...	2018-12-04	Code
20	Mask TextSpotter	69	No	Mask TextSpotter: An End-to-End Trainable Neural...	2018-07-06	Code
21	EAST	50	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
22	Ch,ng et al.	40	No	Total-Text: A Comprehensive Dataset for Scene Te...	2017-10-28	Code

#1MixNetSOTA
93
Precision· 2023-08-23
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code
#2FAST-B-800SOTA
90
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#3FAST-B-640
89.9
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#4CharNet H-88SOTA
89.9
Precision· 2019-10-17
Convolutional Character Networks Code
#5I3CL + SSL(ResNet-50)
89.8
Precision· 2021-08-03
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code
#6FAST-B-512
89.6
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#7PAN-640SOTA
89.3
Precision· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#8TextFuseNet (ResNeXt-101)
89.2
Precision
No paperCode
#9DBNet++ (ResNet-50) (800)
88.9
Precision· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#10FAST-S-512
88.3
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#11CharNet H-88 (multi-scale)
88
Precision· 2019-10-17
Convolutional Character Networks Code
#12CRAFTSOTA
87.6
Precision· 2019-04-03
Character Region Awareness for Text Detection Code
#13DBNet++ (ResNet-18) (800)
87.4
Precision· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#14FAST-T-448
86.5
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#15FTSNSOTA
84.7
Precision· 2017-09-11
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection
#16PSENet-4s
84.5
Precision· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#17SPCNET
83
Precision· 2018-11-21
Scene Text Detection with Supervised Pyramid Context Network Code
#18TextSnake
82.7
Precision· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#19TextFiled
81.2
Precision· 2018-12-04
TextField: Learning A Deep Direction Field for Irregular Scene Text Detection Code
#20Mask TextSpotter
69
Precision· 2018-07-06
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code
#21EASTSOTA
50
Precision· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#22Ch,ng et al.
40
Precision· 2017-10-28
Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognition Code