Scene Text Detection2020en

coco-text

Dataset from Papers With Code

Metrics:accuracy, cer, wer, f1

1-1-accuracy

#	Model	Score	Paper / Code	Date
1	CLIP4STR-L	81.9	CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code	May 2023
2	MGP-STR	81.7	Multi-Granularity Prediction for Scene Text Recognition Code	Sep 2022
3	CLIP4STR-B*	81.1	CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code	May 2023

f-measure

#	Model	Score	Paper / Code	Date
1	Corner-based Region Proposals	59.1	Detecting Multi-Oriented Text with Corner-based Region Proposals Code	Apr 2018
2	TextBoxes++_MS	58.72	TextBoxes++: A Single-Shot Oriented Scene Text Detector Code	Jan 2018
3	EAST + VGG16	39.45	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
4	SSTD	37	Single Shot Text Detector with Regional Attention Code	Sep 2017
5	WordSup (VGG16-synth-coco)	36.8	WordSup: Exploiting Word Annotations for Character based Text Detection	Aug 2017
6	Yao et al.	33.31	Scene Text Detection via Holistic, Multi-Channel Prediction	Jun 2016

precision

#	Model	Score	Paper / Code	Date
1	TextBoxes++_MS	60.87	TextBoxes++: A Single-Shot Oriented Scene Text Detector Code	Jan 2018
2	Corner-based Region Proposals	55.5	Detecting Multi-Oriented Text with Corner-based Region Proposals Code	Apr 2018
3	EAST + VGG16	50.39	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
4	SSTD	46	Single Shot Text Detector with Regional Attention Code	Sep 2017
5	WordSup (VGG16-synth-coco)	45.2	WordSup: Exploiting Word Annotations for Character based Text Detection	Aug 2017
6	Yao et al.	43.23	Scene Text Detection via Holistic, Multi-Channel Prediction	Jun 2016

recall

#	Model	Score	Paper / Code	Date
1	Corner-based Region Proposals	63.3	Detecting Multi-Oriented Text with Corner-based Region Proposals Code	Apr 2018
2	TextBoxes++_MS	56.7	TextBoxes++: A Single-Shot Oriented Scene Text Detector Code	Jan 2018
3	EAST + VGG16	32.4	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
4	SSTD	31	Single Shot Text Detector with Regional Attention Code	Sep 2017
5	WordSup (VGG16-synth-coco)	30.9	WordSup: Exploiting Word Annotations for Character based Text Detection	Aug 2017
6	Yao et al.	27.1	Scene Text Detection via Holistic, Multi-Channel Prediction	Jun 2016

Related Papers8

CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model

May 2023Models: CLIP4STR-L, CLIP4STR-B*

Multi-Granularity Prediction for Scene Text Recognition

Sep 2022Models: MGP-STR

Detecting Multi-Oriented Text with Corner-based Region Proposals

Apr 2018Models: Corner-based Region Proposals

TextBoxes++: A Single-Shot Oriented Scene Text Detector

Jan 2018Models: TextBoxes++_MS

Single Shot Text Detector with Regional Attention

Sep 2017Models: SSTD

WordSup: Exploiting Word Annotations for Character based Text Detection

Aug 2017Models: WordSup (VGG16-synth-coco)

EAST: An Efficient and Accurate Scene Text Detector

Apr 2017Models: EAST + VGG16

Scene Text Detection via Holistic, Multi-Channel Prediction

Jun 2016Models: Yao et al.

Other Scene Text Detection Datasets

ICDAR 2015 icdar-2013 ICDAR 2019 ArT Total-Text CTW1500 ic19-art icdar-2017-mlt msra-td500 ic19-rects