Scene Text Detection on MSRA-TD500

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	FAST-B-736	92.1	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
2	FAST-S-736	91.6	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
3	DBNet++ (ResNet-50) (736)	91.5	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
4	DB-ResNet-50 (736)	91.5	No	Real-time Scene Text Detection with Differentiab...	2019-11-20	Code
5	FAST-T-512	91.1	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
6	MixNet	90.7	No	MixNet: Toward Accurate Detection of Challenging...	2023-08-23	Code
7	DBNet++ (ResNet-18) (512)	89.7	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
8	CRAFT	88.2	No	Character Region Awareness for Text Detection	2019-04-03	Code
9	FAST-T-736	88.1	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
10	DBNet++ (ResNet-18) (736)	87.9	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
11	FTSN + MNMS	87.6	No	Fused Text Segmentation Networks for Multi-orien...	2017-09-11	-
12	Corner Localization	87.6	No	Multi-Oriented Scene Text Detection via Corner L...	2018-02-25	Code
13	EAST + PVANET2x	87.28	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
14	RRD∗	87	No	Rotation-Sensitive Regression for Oriented Scene...	2018-03-14	-
15	SegLink	86	No	Detecting Oriented Text in Natural Images by Lin...	2017-03-19	Code
16	TextSnake	83.2	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
17	PixelLink + VGG16 2s	83	No	PixelLink: Detecting Scene Text via Instance Seg...	2018-01-04	Code

#1FAST-B-736SOTA
92.1
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#2FAST-S-736
91.6
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#3DBNet++ (ResNet-50) (736)
91.5
Precision· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#4DB-ResNet-50 (736)SOTA
91.5
Precision· 2019-11-20
Real-time Scene Text Detection with Differentiable Binarization Code
#5FAST-T-512
91.1
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#6MixNet
90.7
Precision· 2023-08-23
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code
#7DBNet++ (ResNet-18) (512)
89.7
Precision· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#8CRAFTSOTA
88.2
Precision· 2019-04-03
Character Region Awareness for Text Detection Code
#9FAST-T-736
88.1
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#10DBNet++ (ResNet-18) (736)
87.9
Precision· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code
#11FTSN + MNMSSOTA
87.6
Precision· 2017-09-11
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection
#12Corner Localization
87.6
Precision· 2018-02-25
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code
#13EAST + PVANET2xSOTA
87.28
Precision· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector Code
#14RRD∗
87
Precision· 2018-03-14
Rotation-Sensitive Regression for Oriented Scene Text Detection
#15SegLinkSOTA
86
Precision· 2017-03-19
Detecting Oriented Text in Natural Images by Linking Segments Code
#16TextSnake
83.2
Precision· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#17PixelLink + VGG16 2s
83
Precision· 2018-01-04
PixelLink: Detecting Scene Text via Instance Segmentation Code