Scene Text Detection on Total-Text

Metric: Recall (higher is better)

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	MixNet	88.1	No	MixNet: Toward Accurate Detection of Challenging...	2023-08-23	Code
2	TextFuseNet (ResNeXt-101)	85.8	No	-	-	Code
3	FAST-B-800	85.2	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
4	CharNet H-88 (multi-scale)	85	No	Convolutional Character Networks	2019-10-17	Code
5	I3CL + SSL(ResNet-50)	84.2	No	I3CL:Intra- and Inter-Instance Collaborative Lea...	2021-08-03	Code
6	FAST-B-640	83.2	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
7	DBNet++ (ResNet-50) (800)	83.2	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
8	SPCNET	82.8	No	Scene Text Detection with Supervised Pyramid Con...	2018-11-21	Code
9	FAST-B-512	82.4	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
10	CharNet H-88	81.7	No	Convolutional Character Networks	2019-10-17	Code
11	FAST-S-512	81.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
12	PAN-640	81	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
13	CRAFT	79.9	No	Character Region Awareness for Text Detection	2019-04-03	Code
14	TextFiled	79.9	No	TextField: Learning A Deep Direction Field for I...	2018-12-04	Code
15	DBNet++ (ResNet-18) (800)	79.6	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
16	FTSN	78	No	Fused Text Segmentation Networks for Multi-orien...	2017-09-11	-
17	FAST-T-448	77.2	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
18	PSENet-4s	75.2	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
19	TextSnake	74.5	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
20	Mask TextSpotter	55	No	Mask TextSpotter: An End-to-End Trainable Neural...	2018-07-06	Code
21	EAST	36.2	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
22	Ch,ng et al.	33	No	Total-Text: A Comprehensive Dataset for Scene Te...	2017-10-28	Code

#1MixNetSOTA
88.1
Recall· 2023-08-23
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code
#2TextFuseNet (ResNeXt-101)
85.8
Recall
No paperCode
#3FAST-B-800SOTA
85.2
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#4CharNet H-88 (multi-scale)SOTA
85
Recall· 2019-10-17
Convolutional Character Networks Code
#5I3CL + SSL(ResNet-50)
84.2
Recall· 2021-08-03
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code
#6FAST-B-640
83.2
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#7DBNet++ (ResNet-50) (800)
83.2
Recall· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#8SPCNETSOTA
82.8
Recall· 2018-11-21
Scene Text Detection with Supervised Pyramid Context Network Code
#9FAST-B-512
82.4
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#10CharNet H-88
81.7
Recall· 2019-10-17
Convolutional Character Networks Code
#11FAST-S-512
81.7
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#12PAN-640
81
Recall· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#13CRAFT
79.9
Recall· 2019-04-03
Character Region Awareness for Text Detection Code
#14TextFiled
79.9
Recall· 2018-12-04
TextField: Learning A Deep Direction Field for Irregular Scene Text Detection Code
#15DBNet++ (ResNet-18) (800)
79.6
Recall· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#16FTSNSOTA
78
Recall· 2017-09-11
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection
#17FAST-T-448
77.2
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#18PSENet-4s
75.2
Recall· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#19TextSnake
74.5
Recall· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#20Mask TextSpotter
55
Recall· 2018-07-06
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code
#21EASTSOTA
36.2
Recall· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#22Ch,ng et al.
33
Recall· 2017-10-28
Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognition Code