Scene Text Detection2017en

Total-Text

Curved text benchmark. 1555 images with polygon annotations.

Samples:1,555

Metrics:precision, recall, f1

f-measure

#	Model	Score	Paper / Code	Date
1	MixNet	90.5	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
2	SRFormer (ResNet-50)	90	SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code	Aug 2023
3	DPText-DETR (ResNet-50)	89	DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code	Jul 2022
4	TextFuseNet (ResNeXt-101)	87.5	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
5	FAST-B-800	87.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
6	I3CL + SSL(ResNet-50)	86.9	I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code	Aug 2021
7	CharNet H-88 (multi-scale)	86.5	Convolutional Character Networks Code	Oct 2019
8	FAST-B-640	86.4	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
9	DBNet++ (ResNet-50) (800)	86	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
10	FAST-B-512	85.8	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
11	SA-Text	85.6	A method for detecting text of arbitrary shapes in natural scenes that improves text spotting	Nov 2019
12	CharNet H-88	85.6	Convolutional Character Networks Code	Oct 2019
13	PAN-640	85	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
14	FAST-S-512	84.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
15	DB-ResNet-50 (800)	84.7	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
16	TextCohesion	84.6	TextCohesion: Detecting Text for Arbitrary Shapes	Apr 2019
17	CRAFT	83.6	Character Region Awareness for Text Detection Code	Apr 2019
18	DBNet++ (ResNet-18) (800)	83.3	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
19	SPCNET	82.9	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
20	FAST-T-448	81.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
21	FTSN	81.3	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
22	TextFiled	80.6	TextField: Learning A Deep Direction Field for Irregular Scene Text Detection Code	Dec 2018
23	PSENet-4s	79.6	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
24	TextSnake	78.4	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
25	Mask TextSpotter	61.3	Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code	Jul 2018
26	EAST	42	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
27	Ch,ng et al.	36	Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognition Code	Oct 2017

f-measure-full-lexicon

#	Model	Score	Paper / Code	Date
1	DeepSolo (ViTAEv2-S, TextOCR)	89.6	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
2	DeepSolo (ResNet-50, TextOCR)	88.7	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
3	DeepSolo (ResNet-50)	87	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
4	UNITS	86	Towards Unified Scene Text Spotting based on Sequence Generation Code	Apr 2023
5	A3S	85.1	A3S: Adversarial learning of semantic representations for Scene-Text Spotting	Feb 2023
6	SwinTextSpotter	84.1	SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code	Mar 2022
7	TESTR	83.9	Text Spotting Transformers Code	Apr 2022
8	MANGO	83.6	MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code	Dec 2020
9	DEER	83.3	DEER: Detection-agnostic End-to-End Recognizer for Scene Text Spotting	Mar 2022
10	GLASS	83	GLASS: Global to Local Attention for Scene-Text Spotting Code	Aug 2022
11	MaskTextSpotter v3	78.4	Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spotting Code	Jul 2020
12	ABCNet v2	78.1	ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code	May 2021

f-measure-no-lexicon

#	Model	Score	Paper / Code	Date
1	DeepSolo (ViTAEv2-S, TextOCR)	83.6	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
2	DeepSolo (ResNet-50, TextOCR)	82.5	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
3	DeepSolo (ResNet-50)	79.7	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
4	A3S	79.4	A3S: Adversarial learning of semantic representations for Scene-Text Spotting	Feb 2023
5	UNITS	78.7	Towards Unified Scene Text Spotting based on Sequence Generation Code	Apr 2023
6	GLASS	76.6	GLASS: Global to Local Attention for Scene-Text Spotting Code	Aug 2022
7	DEER	74.8	DEER: Detection-agnostic End-to-End Recognizer for Scene Text Spotting	Mar 2022
8	SwinTextSpotter	74.3	SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code	Mar 2022
9	TESTR	73.3	Text Spotting Transformers Code	Apr 2022
10	MANGO	72.9	MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code	Dec 2020
11	MaskTextSpotter v3	71.2	Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spotting Code	Jul 2020
12	ABCNet v2	70.4	ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code	May 2021

fps

#	Model	Score	Paper / Code	Date
1	FAST-T-448	152.8	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
2	FAST-S-512	115.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
3	FAST-B-512	93.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
4	FAST-B-640	67.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
5	DBNet++ (ResNet-18) (800)	48	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
6	FAST-B-800	46	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
7	DBNet++ (ResNet-50) (800)	28	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
8	DPText-DETR (ResNet-50)	17	DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code	Jul 2022
9	MixNet	15.2	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023

precision

#	Model	Score	Paper / Code	Date
1	MixNet	93	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
2	SRFormer (ResNet-50)	92.2	SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code	Aug 2023
3	DPText-DETR (ResNet-50)	91.8	DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code	Jul 2022
4	FAST-B-800	90	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
5	CharNet H-88	89.9	Convolutional Character Networks Code	Oct 2019
6	FAST-B-640	89.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
7	I3CL + SSL(ResNet-50)	89.8	I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code	Aug 2021
8	FAST-B-512	89.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
9	PAN-640	89.3	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
10	TextFuseNet (ResNeXt-101)	89.2	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
11	DBNet++ (ResNet-50) (800)	88.9	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
12	FAST-S-512	88.3	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
13	CharNet H-88 (multi-scale)	88	Convolutional Character Networks Code	Oct 2019
14	CRAFT	87.6	Character Region Awareness for Text Detection Code	Apr 2019
15	DBNet++ (ResNet-18) (800)	87.4	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
16	FAST-T-448	86.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
17	FTSN	84.7	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
18	PSENet-4s	84.5	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
19	SPCNET	83	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
20	TextSnake	82.7	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
21	TextFiled	81.2	TextField: Learning A Deep Direction Field for Irregular Scene Text Detection Code	Dec 2018
22	Mask TextSpotter	69	Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code	Jul 2018
23	EAST	50	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
24	Ch,ng et al.	40	Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognition Code	Oct 2017

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	SRFormer (ResNet-50)	87.9	SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code	Aug 2023
3	DPText-DETR (ResNet-50)	86.4	DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code	Jul 2022
4	TextFuseNet (ResNeXt-101)	85.8	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
5	FAST-B-800	85.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
6	CharNet H-88 (multi-scale)	85	Convolutional Character Networks Code	Oct 2019
7	I3CL + SSL(ResNet-50)	84.2	I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code	Aug 2021
8	FAST-B-640	83.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
9	DBNet++ (ResNet-50) (800)	83.2	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
10	SPCNET	82.8	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
11	FAST-B-512	82.4	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
12	FAST-S-512	81.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
13	CharNet H-88	81.7	Convolutional Character Networks Code	Oct 2019
14	PAN-640	81	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
15	CRAFT	79.9	Character Region Awareness for Text Detection Code	Apr 2019
16	TextFiled	79.9	TextField: Learning A Deep Direction Field for Irregular Scene Text Detection Code	Dec 2018
17	DBNet++ (ResNet-18) (800)	79.6	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
18	FTSN	78	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
19	FAST-T-448	77.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
20	PSENet-4s	75.2	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
21	TextSnake	74.5	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
22	Mask TextSpotter	55	Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code	Jul 2018
23	EAST	36.2	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
24	Ch,ng et al.	33	Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognition Code	Oct 2017