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Scene Text Detection
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MSRA-TD500
Scene Text Detection on MSRA-TD500
Metric: F-Measure (higher is better)
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#
Model
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F-Measure
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Extra Data
Paper
Date
↕
Code
1
MixNet
89.4
No
MixNet: Toward Accurate Detection of Challenging...
2023-08-23
Code
2
FAST-B-736
87.3
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
3
DBNet++ (ResNet-50) (736)
87.2
No
Real-Time Scene Text Detection with Differentiab...
2022-02-21
Code
4
FAST-S-736
86.4
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
5
DBNet++ (ResNet-18) (736)
85.1
No
Real-Time Scene Text Detection with Differentiab...
2022-02-21
Code
6
DB-ResNet-50 (736)
84.9
No
Real-time Scene Text Detection with Differentiab...
2019-11-20
Code
7
FAST-T-736
84.9
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
8
FAST-T-512
84.5
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
9
PAN
84.1
No
Efficient and Accurate Arbitrary-Shaped Text Det...
2019-08-16
Code
10
CRAFT
82.9
No
Character Region Awareness for Text Detection
2019-04-03
Code
11
DBNet++ (ResNet-18) (512)
82.6
No
Real-Time Scene Text Detection with Differentiab...
2022-02-21
Code
12
FTSN + MNMS
82
No
Fused Text Segmentation Networks for Multi-orien...
2017-09-11
-
13
Corner Localization
81.5
No
Multi-Oriented Scene Text Detection via Corner L...
2018-02-25
Code
14
RRD∗
79
No
Rotation-Sensitive Regression for Oriented Scene...
2018-03-14
-
15
TextSnake
78.3
No
TextSnake: A Flexible Representation for Detecti...
2018-07-04
Code
16
PixelLink + VGG16 2s
77.8
No
PixelLink: Detecting Scene Text via Instance Seg...
2018-01-04
Code
17
SegLink
77
No
Detecting Oriented Text in Natural Images by Lin...
2017-03-19
Code
18
EAST + PVANET2x
76.08
No
EAST: An Efficient and Accurate Scene Text Detec...
2017-04-11
Code
#1
MixNet
SOTA
89.4
F-Measure
· 2023-08-23
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild
Code
#2
FAST-B-736
SOTA
87.3
F-Measure
· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation
Code
#3
DBNet++ (ResNet-50) (736)
87.2
F-Measure
· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion
Code
#4
FAST-S-736
86.4
F-Measure
· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation
Code
#5
DBNet++ (ResNet-18) (736)
85.1
F-Measure
· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion
Code
#6
DB-ResNet-50 (736)
SOTA
84.9
F-Measure
· 2019-11-20
Real-time Scene Text Detection with Differentiable Binarization
Code
#7
FAST-T-736
84.9
F-Measure
· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation
Code
#8
FAST-T-512
84.5
F-Measure
· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation
Code
#9
PAN
SOTA
84.1
F-Measure
· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network
Code
#10
CRAFT
SOTA
82.9
F-Measure
· 2019-04-03
Character Region Awareness for Text Detection
Code
#11
DBNet++ (ResNet-18) (512)
82.6
F-Measure
· 2022-02-21
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion
Code
#12
FTSN + MNMS
SOTA
82
F-Measure
· 2017-09-11
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection
#13
Corner Localization
81.5
F-Measure
· 2018-02-25
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation
Code
#14
RRD∗
79
F-Measure
· 2018-03-14
Rotation-Sensitive Regression for Oriented Scene Text Detection
#15
TextSnake
78.3
F-Measure
· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes
Code
#16
PixelLink + VGG16 2s
77.8
F-Measure
· 2018-01-04
PixelLink: Detecting Scene Text via Instance Segmentation
Code
#17
SegLink
SOTA
77
F-Measure
· 2017-03-19
Detecting Oriented Text in Natural Images by Linking Segments
Code
#18
EAST + PVANET2x
76.08
F-Measure
· 2017-04-11
EAST: An Efficient and Accurate Scene Text Detector
Code