Scene Text Detection2020en

msra-td500

Dataset from Papers With Code

Metrics:accuracy, cer, wer, f1

f-measure

#	Model	Score	Paper / Code	Date
1	MixNet	89.4	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
2	FAST-B-736	87.3	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
3	DBNet++ (ResNet-50) (736)	87.2	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
4	FAST-S-736	86.4	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
5	DBNet++ (ResNet-18) (736)	85.1	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
6	FAST-T-736	84.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
7	DB-ResNet-50 (736)	84.9	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
8	FAST-T-512	84.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
9	PAN	84.1	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
10	CRAFT	82.9	Character Region Awareness for Text Detection Code	Apr 2019
11	DBNet++ (ResNet-18) (512)	82.6	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
12	FTSN + MNMS	82	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
13	Corner Localization	81.5	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
14	RRD∗	79	Rotation-Sensitive Regression for Oriented Scene Text Detection	Mar 2018
15	TextSnake	78.3	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
16	PixelLink+VGG16 2s	77.8	PixelLink: Detecting Scene Text via Instance Segmentation Code	Jan 2018
17	SegLink	77	Detecting Oriented Text in Natural Images by Linking Segments Code	Mar 2017
18	EAST + PVANET2x	76.08	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017

fps

#	Model	Score	Paper / Code	Date
1	FAST-T-512	137.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
2	DBNet++ (ResNet-18) (512)	80	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
3	FAST-T-736	79.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
4	FAST-S-736	72	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
5	FAST-B-736	56.8	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
6	DBNet++ (ResNet-18) (736)	55	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
7	DBNet++ (ResNet-50) (736)	29	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
8	MixNet	15.2	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023

precision

#	Model	Score	Paper / Code	Date
1	FAST-B-736	92.1	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
2	FAST-S-736	91.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
3	DB-ResNet-50 (736)	91.5	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
4	DBNet++ (ResNet-50) (736)	91.5	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
5	FAST-T-512	91.1	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
6	MixNet	90.7	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
7	DBNet++ (ResNet-18) (512)	89.7	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
8	CRAFT	88.2	Character Region Awareness for Text Detection Code	Apr 2019
9	FAST-T-736	88.1	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
10	DBNet++ (ResNet-18) (736)	87.9	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
11	Corner Localization	87.6	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
12	FTSN + MNMS	87.6	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
13	EAST + PVANET2x	87.28	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
14	RRD∗	87	Rotation-Sensitive Regression for Oriented Scene Text Detection	Mar 2018
15	SegLink	86	Detecting Oriented Text in Natural Images by Linking Segments Code	Mar 2017
16	TextSnake	83.2	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
17	PixelLink+VGG16 2s	83	PixelLink: Detecting Scene Text via Instance Segmentation Code	Jan 2018

recall

#	Model	Score	Paper / Code	Date
1	MixNet	88.1	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
2	PAN	83.8	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
3	DBNet++ (ResNet-50) (736)	83.3	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
4	FAST-B-736	83	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
5	DBNet++ (ResNet-18) (736)	82.5	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
6	FAST-T-736	81.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
7	FAST-S-736	81.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
8	DB-ResNet-50 (736)	79.2	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
9	FAST-T-512	78.8	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
10	CRAFT	78.2	Character Region Awareness for Text Detection Code	Apr 2019
11	FTSN + MNMS	77.1	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
12	DBNet++ (ResNet-18) (512)	76.5	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
13	Corner Localization	76.2	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
14	TextSnake	73.9	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
15	PixelLink+VGG16 2s	73.2	PixelLink: Detecting Scene Text via Instance Segmentation Code	Jan 2018
16	RRD∗	73	Rotation-Sensitive Regression for Oriented Scene Text Detection	Mar 2018
17	SegLink	70	Detecting Oriented Text in Natural Images by Linking Segments Code	Mar 2017
18	EAST + PVANET2x	67.43	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017

Related Papers13

MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild

Aug 2023Models: MixNet

Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion

Feb 2022Models: DBNet++ (ResNet-50) (736), DBNet++ (ResNet-18) (736), DBNet++ (ResNet-18) (512)

FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation

Nov 2021Models: FAST-B-736, FAST-S-736, FAST-T-736 +1 more

Real-time Scene Text Detection with Differentiable Binarization

Nov 2019Models: DB-ResNet-50 (736)

Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network

Aug 2019Models: PAN

Character Region Awareness for Text Detection

Apr 2019Models: CRAFT

TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes

Jul 2018Models: TextSnake

Rotation-Sensitive Regression for Oriented Scene Text Detection

Mar 2018Models: RRD∗

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

Feb 2018Models: Corner Localization

PixelLink: Detecting Scene Text via Instance Segmentation

Jan 2018Models: PixelLink+VGG16 2s

Fused Text Segmentation Networks for Multi-oriented Scene Text Detection

Sep 2017Models: FTSN + MNMS

EAST: An Efficient and Accurate Scene Text Detector

Apr 2017Models: EAST + PVANET2x

Detecting Oriented Text in Natural Images by Linking Segments

Mar 2017Models: SegLink

Other Scene Text Detection Datasets

ICDAR 2015 coco-text icdar-2013 ICDAR 2019 ArT Total-Text CTW1500 ic19-art icdar-2017-mlt ic19-rects

msra-td500 Benchmark - Scene Text Detection | CodeSOTA