Scene Text Detection2020en

icdar-2017-mlt

Dataset from Papers With Code

Metrics:accuracy, cer, wer, f1

f-measure

#	Model	Score	Paper / Code	Date
1	PMTD*	80.13	Pyramid Mask Text Detector Code	Mar 2019
2	SBD	79.47	Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code	Dec 2019
3	CharNet H-88	75.77	Convolutional Character Networks Code	Oct 2019
4	GNNets	74.54	Geometry Normalization Networks for Accurate Scene Text Detection Code	Sep 2019
5	PAN	74.3	Mask R-CNN with Pyramid Attention Network for Scene Text Detection	Nov 2018
6	SPCNET	74.1	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
7	CharNet R-50	73.42	Convolutional Character Networks Code	Oct 2019
8	PSENet-1s	72.45	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Jun 2018
9	Corner Localization (multi-scale)	72.4	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
10	PSENet (ResNet-152)	72.13	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
11	FOTS MS	70.75	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
12	FOTS	67.25	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
13	Corner Localization (single-scale)	66.8	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018

h-mean

#	Model	Score	Paper / Code	Date
1	CRAFT	73.9	Character Region Awareness for Text Detection Code	Apr 2019

precision

#	Model	Score	Paper / Code	Date
1	PMTD*	84.42	Pyramid Mask Text Detector Code	Mar 2019
2	Corner Localization (single-scale)	83.8	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
3	SBD	82.75	Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code	Dec 2019
4	FOTS MS	81.86	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
5	CharNet H-88	81.27	Convolutional Character Networks Code	Oct 2019
6	FOTS	80.95	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
7	CRAFT	80.6	Character Region Awareness for Text Detection Code	Apr 2019
8	SPCNET	80.6	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
9	PAN	80	Mask R-CNN with Pyramid Attention Network for Scene Text Detection	Nov 2018
10	GNNets	79.63	Geometry Normalization Networks for Accurate Scene Text Detection Code	Sep 2019
11	CharNet R-50	77.07	Convolutional Character Networks Code	Oct 2019
12	PSENet-1s	77.01	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Jun 2018
13	PSENet (ResNet-152)	75.35	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
14	Corner Localization (multi-scale)	74.3	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018

recall

#	Model	Score	Paper / Code	Date
1	SBD	76.44	Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code	Dec 2019
2	PMTD*	76.25	Pyramid Mask Text Detector Code	Mar 2019
3	CharNet H-88	70.97	Convolutional Character Networks Code	Oct 2019
4	Corner Localization (multi-scale)	70.6	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
5	CharNet R-50	70.1	Convolutional Character Networks Code	Oct 2019
6	GNNets	70.06	Geometry Normalization Networks for Accurate Scene Text Detection Code	Sep 2019
7	PAN	69.8	Mask R-CNN with Pyramid Attention Network for Scene Text Detection	Nov 2018
8	PSENet (ResNet-152)	69.18	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
9	SPCNET	68.6	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
10	PSENet-1s	68.4	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Jun 2018
11	CRAFT	68.2	Character Region Awareness for Text Detection Code	Apr 2019
12	FOTS MS	62.3	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
13	FOTS	57.51	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
14	Corner Localization (single-scale)	55.6	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018

Related Papers11

Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection

Dec 2019Models: SBD

Convolutional Character Networks

Oct 2019Models: CharNet H-88, CharNet R-50

Geometry Normalization Networks for Accurate Scene Text Detection

Sep 2019Models: GNNets

Character Region Awareness for Text Detection

Apr 2019Models: CRAFT

Pyramid Mask Text Detector

Mar 2019Models: PMTD*

Shape Robust Text Detection with Progressive Scale Expansion Network

Mar 2019Models: PSENet (ResNet-152)

Mask R-CNN with Pyramid Attention Network for Scene Text Detection

Nov 2018Models: PAN

Scene Text Detection with Supervised Pyramid Context Network

Nov 2018Models: SPCNET

Shape Robust Text Detection with Progressive Scale Expansion Network

Jun 2018Models: PSENet-1s

Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation

Feb 2018Models: Corner Localization (multi-scale), Corner Localization (single-scale)

FOTS: Fast Oriented Text Spotting with a Unified Network

Jan 2018Models: FOTS MS, FOTS

Other Scene Text Detection Datasets

ICDAR 2015 coco-text icdar-2013 ICDAR 2019 ArT Total-Text CTW1500 ic19-art msra-td500 ic19-rects