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Computer Vision
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Scene Text Detection
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ICDAR 2015
Scene Text Detection on ICDAR 2015
Metric: Precision (higher is better)
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#
Model
↕
Precision
▼
Extra Data
Paper
Date
↕
Code
1
TextFuseNet (ResNeXt-101)
93.96
No
-
-
Code
2
CharNet H-88 (multi-scale)
92.65
No
Convolutional Character Networks
2019-10-17
Code
3
SBD
92.1
No
Exploring the Capacity of an Orderless Box Discr...
2019-12-20
Code
4
FOTS MS
91.85
No
FOTS: Fast Oriented Text Spotting with a Unified...
2018-01-05
Code
5
DB-ResNet-50 (1152)
91.8
No
Real-time Scene Text Detection with Differentiab...
2019-11-20
Code
6
Mask TextSpotter
91.6
No
Mask TextSpotter: An End-to-End Trainable Neural...
2018-07-06
Code
7
CharNet H-57 (multi-scale)
91.43
No
Convolutional Character Networks
2019-10-17
Code
8
PMTD
91.3
No
Pyramid Mask Text Detector
2019-03-28
Code
9
CharNet H-50 (single-scale)
91.15
No
Convolutional Character Networks
2019-10-17
Code
10
FOTS
91
No
FOTS: Fast Oriented Text Spotting with a Unified...
2018-01-05
Code
11
CharNet H-50 (multi-scale)
90.9
No
Convolutional Character Networks
2019-10-17
Code
12
DBNet++ (ResNet-50) (1152)
90.9
No
Real-Time Scene Text Detection with Differentiab...
2022-02-21
Code
13
PAN
90.8
No
Mask R-CNN with Pyramid Attention Network for Sc...
2018-11-22
-
14
GNNets
90.41
No
Geometry Normalization Networks for Accurate Sce...
2019-09-02
Code
15
DBNet++ (ResNet-18) (736)
90.1
No
Real-Time Scene Text Detection with Differentiab...
2022-02-21
Code
16
CharNet H-88 (single-scale)
89.99
No
Convolutional Character Networks
2019-10-17
Code
17
CRAFT
89.8
No
Character Region Awareness for Text Detection
2019-04-03
Code
18
FAST-B-1280
89.7
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
19
Corner Localization (multi-scale)
89.5
No
Multi-Oriented Scene Text Detection via Corner L...
2018-02-25
Code
20
FAST-B-896
89.2
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
21
CharNet H-57 (single-scale)
88.88
No
Convolutional Character Networks
2019-10-17
Code
22
SPCNET
88.7
No
Scene Text Detection with Supervised Pyramid Con...
2018-11-21
Code
23
PSENet-1s
88.7
No
Shape Robust Text Detection with Progressive Sca...
2018-06-07
Code
24
Corner-based Region Proposals
88.7
No
Detecting Multi-Oriented Text with Corner-based ...
2018-04-08
Code
25
FTSN + MNMS
88.6
No
Fused Text Segmentation Networks for Multi-orien...
2017-09-11
-
26
FAST-B-736
88
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
27
Quad_MS
87.8
No
TextBoxes++: A Single-Shot Oriented Scene Text D...
2018-01-09
Code
28
PSENet-1s
86.9
No
Shape Robust Text Detection with Progressive Sca...
2019-03-28
Code
29
SAST
86.72
No
A Single-Shot Arbitrarily-Shaped Text Detector b...
2019-08-15
Code
30
FAST-S-736
86.3
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
31
FAST-T-736
86
No
FAST: Faster Arbitrarily-Shaped Text Detector wi...
2021-11-03
Code
32
SLPR
85.5
No
PixelLink: Detecting Scene Text via Instance Seg...
2018-01-04
Code
33
PixelLink+VGG16 2s
85.5
No
TextSnake: A Flexible Representation for Detecti...
2018-07-04
Code
34
TextSnake
84.9
No
Efficient and Accurate Arbitrary-Shaped Text Det...
2019-08-16
Code
35
PAN
84
No
EAST: An Efficient and Accurate Scene Text Detec...
2017-04-11
Code
36
EAST + PVANET2x RBOX (single-scale)
83.6
No
EAST: An Efficient and Accurate Scene Text Detec...
2017-04-11
Code
37
EAST + PVANET2x RBOX (multi-scale)
83.3
No
Single Shot Text Detector with Regional Attention
2017-09-01
Code
38
SSTD
80
No
WordSup: Exploiting Word Annotations for Charact...
2017-08-22
-
39
WordSup (VGG16-synth-icdar)
79.3
No
Detecting Oriented Text in Natural Images by Lin...
2017-03-19
Code
40
SegLink
73.1
No
Multi-Oriented Text Detection with Fully Convolu...
2016-04-14
Code
41
MCLAB_FCN
70.8
No
PGNet: Real-time Arbitrarily-Shaped Text Spottin...
2021-04-12
Code