Scene Text Detection2015en

ICDAR 2015 Incidental Scene Text

1000 training + 500 test images captured with wearable cameras. Industry standard for scene text detection.

Samples:1,500

Metrics:precision, recall, f1

accuracy

#	Model	Score	Paper / Code	Date
1	PGNet-A	62.3	PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code	Apr 2021
2	PGNet-E	57.4		-

f-measure

#	Model	Score	Paper / Code	Date
1	TextFuseNet (ResNeXt-101)	92.23	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
2	CharNet H-88 (multi-scale)	91.55	Convolutional Character Networks Code	Oct 2019
3	CharNet H-88 (single-scale)	90.97	Convolutional Character Networks Code	Oct 2019
4	CharNet H-50 (multi-scale)	90.16	Convolutional Character Networks Code	Oct 2019
5	SBD	90.1	Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code	Dec 2019
6	CharNet H-57 (multi-scale)	90.06	Convolutional Character Networks Code	Oct 2019
7	FOTS MS	89.84	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
8	CharNet H-50 (single-scale)	89.7	Convolutional Character Networks Code	Oct 2019
9	CharNet H-57 (single-scale)	89.66	Convolutional Character Networks Code	Oct 2019
10	PMTD*	89.33	Pyramid Mask Text Detector Code	Mar 2019
11	GNNets	88.52	Geometry Normalization Networks for Accurate Scene Text Detection Code	Sep 2019
12	FOTS	87.99	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
13	DB-ResNet-50 (1152)	87.3	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
14	DBNet++ (ResNet-50) (1152)	87.3	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
15	SPCNET	87.2	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
16	FAST-B-1280	87.1	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
17	SAST	86.91	A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning Code	Aug 2019
18	CRAFT	86.9	Character Region Awareness for Text Detection Code	Apr 2019
19	FAST-B-896	86.3	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
20	Mask TextSpotter	86	Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code	Jul 2018
21	PSENet-1s	85.7	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
22	FAST-B-736	84.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
23	SLPR	84.5	PixelLink: Detecting Scene Text via Instance Segmentation Code	Jan 2018
24	Corner-based Region Proposals	84.5	Detecting Multi-Oriented Text with Corner-based Region Proposals Code	Apr 2018
25	Corner Localization (multi-scale)	84.3	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
26	FTSN + MNMS	84.1	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
27	PixelLink+VGG16 2s	83.7	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
28	DBNet++ (ResNet-18) (736)	83.1	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
29	Quad_MS	82.9	TextBoxes++: A Single-Shot Oriented Scene Text Detector Code	Jan 2018
30	FAST-S-736	82.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
31	PAN	82.9	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
32	TextSnake	82.6	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
33	FAST-T-736	81.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
34	EAST + PVANET2x RBOX (multi-scale)	80.7	Single Shot Text Detector with Regional Attention Code	Sep 2017
35	EAST + PVANET2x RBOX (single-scale)	78.2	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
36	WordSup (VGG16-synth-icdar)	78.2	Detecting Oriented Text in Natural Images by Linking Segments Code	Mar 2017
37	SSTD	77	WordSup: Exploiting Word Annotations for Character based Text Detection	Aug 2017
38	SegLink	75	Multi-Oriented Text Detection with Fully Convolutional Networks Code	Apr 2016
39	MCLAB_FCN	53.6	PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code	Apr 2021

f-measure-generic-lexicon

#	Model	Score	Paper / Code	Date
1	UNITS	80.3	Towards Unified Scene Text Spotting based on Sequence Generation Code	Apr 2023
2	A3S	79.6	A3S: Adversarial learning of semantic representations for Scene-Text Spotting	Feb 2023
3	DeepSolo (ViTAEv2-S, TextOCR)	79.5	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
4	DeepSolo (ResNet-50, TextOCR)	79.1	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
5	DeepSolo (ResNet-50)	76.9	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
6	GLASS	76.3	GLASS: Global to Local Attention for Scene-Text Spotting Code	Aug 2022
7	SRTS	74.5	Single Shot Self-Reliant Scene Text Spotter by Decoupled yet Collaborative Detection and Recognition Code	Jul 2022
8	MaskTextSpotter v3	74.2	Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spotting Code	Jul 2020
9	TESTR	73.6	Text Spotting Transformers Code	Apr 2022
10	ABCNet v2	73	ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code	May 2021
11	SPTS v2	72.6	SPTS v2: Single-Point Scene Text Spotting Code	Jan 2023
12	SwinTextSpotter	70.5	SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code	Mar 2022
13	MANGO	67.3	MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code	Dec 2020
14	SPTS	65.8	SPTS: Single-Point Text Spotting Code	Dec 2021
15	TextDragon	65.2	TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting	Oct 2019
16	TextPerceptron	65.1	Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting Code	Feb 2020
17	PGNet	63.5	PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code	Apr 2021
18	FOTS	62.2	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018

f-measure-strong-lexicon

#	Model	Score	Paper / Code	Date
1	UNITS	89	Towards Unified Scene Text Spotting based on Sequence Generation Code	Apr 2023
2	DeepSolo (ViTAEv2-S, TextOCR)	88.1	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
3	DeepSolo (ResNet-50, TextOCR)	88	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
4	DeepSolo (ResNet-50)	86.8	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
5	SRTS	85.6	Single Shot Self-Reliant Scene Text Spotter by Decoupled yet Collaborative Detection and Recognition Code	Jul 2022
6	TESTR	85.2	Text Spotting Transformers Code	Apr 2022
7	A3S	84.8	A3S: Adversarial learning of semantic representations for Scene-Text Spotting	Feb 2023
8	GLASS	84.7	GLASS: Global to Local Attention for Scene-Text Spotting Code	Aug 2022
9	SwinTextSpotter	83.9	SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code	Mar 2022
10	FOTS	83.6	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
11	MaskTextSpotter v3	83.3	Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spotting Code	Jul 2020
12	PGNet	83.3	PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code	Apr 2021
13	ABCNet v2	82.7	ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code	May 2021
14	TextDragon	82.5	TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting	Oct 2019
15	SPTS v2	82.3	SPTS v2: Single-Point Scene Text Spotting Code	Jan 2023
16	MANGO	81.8	MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code	Dec 2020
17	TextPerceptron	80.5	Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting Code	Feb 2020
18	SPTS	77.5	SPTS: Single-Point Text Spotting Code	Dec 2021

f-measure-weak-lexicon

#	Model	Score	Paper / Code	Date
1	UNITS	84.1	Towards Unified Scene Text Spotting based on Sequence Generation Code	Apr 2023
2	DeepSolo (ViTAEv2-S, TextOCR)	83.9	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
3	A3S	83.7	A3S: Adversarial learning of semantic representations for Scene-Text Spotting	Feb 2023
4	DeepSolo (ResNet-50, TextOCR)	83.5	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
5	DeepSolo (ResNet-50)	81.9	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
6	SRTS	81.7	Single Shot Self-Reliant Scene Text Spotter by Decoupled yet Collaborative Detection and Recognition Code	Jul 2022
7	GLASS	80.1	GLASS: Global to Local Attention for Scene-Text Spotting Code	Aug 2022
8	TESTR	79.4	Text Spotting Transformers Code	Apr 2022
9	MANGO	78.9	MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code	Dec 2020
10	ABCNet v2	78.5	ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code	May 2021
11	TextDragon	78.3	TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting	Oct 2019
12	PGNet	78.3	PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code	Apr 2021
13	MaskTextSpotter v3	78.1	Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text Spotting Code	Jul 2020
14	SPTS v2	77.7	SPTS v2: Single-Point Scene Text Spotting Code	Jan 2023
15	SwinTextSpotter	77.3	SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code	Mar 2022
16	TextPerceptron	76.6	Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting Code	Feb 2020
17	FOTS	74.5	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
18	SPTS	70.2	SPTS: Single-Point Text Spotting Code	Dec 2021

fps

#	Model	Score	Paper / Code	Date
1	FAST-T-736	60.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
2	FAST-S-736	53.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
3	DBNet++ (ResNet-18) (736)	44	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
4	FAST-B-736	42.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
5	FAST-B-896	31.8	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
6	FAST-B-1280	15.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
7	DBNet++ (ResNet-50) (1152)	10	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022

precision

#	Model	Score	Paper / Code	Date
1	TextFuseNet (ResNeXt-101)	93.96	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
2	CharNet H-88 (multi-scale)	92.65	Convolutional Character Networks Code	Oct 2019
3	SBD	92.1	Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code	Dec 2019
4	FOTS MS	91.85	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
5	DB-ResNet-50 (1152)	91.8	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
6	Mask TextSpotter	91.6	Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code	Jul 2018
7	CharNet H-57 (multi-scale)	91.43	Convolutional Character Networks Code	Oct 2019
8	PMTD*	91.3	Pyramid Mask Text Detector Code	Mar 2019
9	CharNet H-50 (single-scale)	91.15	Convolutional Character Networks Code	Oct 2019
10	FOTS	91	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
11	CharNet H-50 (multi-scale)	90.9	Convolutional Character Networks Code	Oct 2019
12	DBNet++ (ResNet-50) (1152)	90.9	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
13	GNNets	90.41	Geometry Normalization Networks for Accurate Scene Text Detection Code	Sep 2019
14	DBNet++ (ResNet-18) (736)	90.1	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
15	CharNet H-88 (single-scale)	89.99	Convolutional Character Networks Code	Oct 2019
16	CRAFT	89.8	Character Region Awareness for Text Detection Code	Apr 2019
17	FAST-B-1280	89.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
18	Corner Localization (multi-scale)	89.5	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
19	FAST-B-896	89.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
20	CharNet H-57 (single-scale)	88.88	Convolutional Character Networks Code	Oct 2019
21	SPCNET	88.7	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
22	Corner-based Region Proposals	88.7	Detecting Multi-Oriented Text with Corner-based Region Proposals Code	Apr 2018
23	FTSN + MNMS	88.6	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
24	FAST-B-736	88	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
25	Quad_MS	87.8	TextBoxes++: A Single-Shot Oriented Scene Text Detector Code	Jan 2018
26	PSENet-1s	86.9	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
27	SAST	86.72	A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning Code	Aug 2019
28	FAST-S-736	86.3	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
29	FAST-T-736	86	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
30	SLPR	85.5	PixelLink: Detecting Scene Text via Instance Segmentation Code	Jan 2018
31	PixelLink+VGG16 2s	85.5	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
32	TextSnake	84.9	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
33	PAN	84	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
34	EAST + PVANET2x RBOX (single-scale)	83.6	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
35	EAST + PVANET2x RBOX (multi-scale)	83.3	Single Shot Text Detector with Regional Attention Code	Sep 2017
36	SSTD	80	WordSup: Exploiting Word Annotations for Character based Text Detection	Aug 2017
37	WordSup (VGG16-synth-icdar)	79.3	Detecting Oriented Text in Natural Images by Linking Segments Code	Mar 2017
38	SegLink	73.1	Multi-Oriented Text Detection with Fully Convolutional Networks Code	Apr 2016
39	MCLAB_FCN	70.8	PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code	Apr 2021

recall

#	Model	Score	Paper / Code	Date
1	CharNet H-88 (single-scale)	91.98	Convolutional Character Networks Code	Oct 2019
2	TextFuseNet (ResNeXt-101)	90.56	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
3	CharNet H-88 (multi-scale)	90.47	Convolutional Character Networks Code	Oct 2019
4	CharNet H-57 (single-scale)	90.45	Convolutional Character Networks Code	Oct 2019
5	CharNet H-50 (multi-scale)	89.44	Convolutional Character Networks Code	Oct 2019
6	CharNet H-57 (multi-scale)	88.74	Convolutional Character Networks Code	Oct 2019
7	CharNet H-50 (single-scale)	88.3	Convolutional Character Networks Code	Oct 2019
8	SBD	88.2	Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection Code	Dec 2019
9	FOTS MS	87.92	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
10	PMTD*	87.43	Pyramid Mask Text Detector Code	Mar 2019
11	SAST	87.09	A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning Code	Aug 2019
12	GNNets	86.71	Geometry Normalization Networks for Accurate Scene Text Detection Code	Sep 2019
13	SPCNET	85.8	Scene Text Detection with Supervised Pyramid Context Network Code	Nov 2018
14	FOTS	85.17	FOTS: Fast Oriented Text Spotting with a Unified Network Code	Jan 2018
15	FAST-B-1280	84.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
16	PSENet-1s	84.5	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Mar 2019
17	CRAFT	84.3	Character Region Awareness for Text Detection Code	Apr 2019
18	DBNet++ (ResNet-50) (1152)	83.9	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
19	SLPR	83.6	PixelLink: Detecting Scene Text via Instance Segmentation Code	Jan 2018
20	FAST-B-896	83.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
21	DB-ResNet-50 (1152)	83.2	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
22	PixelLink+VGG16 2s	82	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
23	PAN	81.9	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
24	FAST-B-736	81.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
25	Mask TextSpotter	81	Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes Code	Jul 2018
26	Corner-based Region Proposals	80.7	Detecting Multi-Oriented Text with Corner-based Region Proposals Code	Apr 2018
27	TextSnake	80.4	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
28	FTSN + MNMS	80	Fused Text Segmentation Networks for Multi-oriented Scene Text Detection	Sep 2017
29	FAST-S-736	79.8	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
30	Corner Localization (multi-scale)	79.7	Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation Code	Feb 2018
31	Quad_MS	78.5	TextBoxes++: A Single-Shot Oriented Scene Text Detector Code	Jan 2018
32	EAST + PVANET2x RBOX (multi-scale)	78.3	Single Shot Text Detector with Regional Attention Code	Sep 2017
33	FAST-T-736	77.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
34	DBNet++ (ResNet-18) (736)	77.2	Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion Code	Feb 2022
35	WordSup (VGG16-synth-icdar)	77	Detecting Oriented Text in Natural Images by Linking Segments Code	Mar 2017
36	SegLink	76.8	Multi-Oriented Text Detection with Fully Convolutional Networks Code	Apr 2016
37	EAST + PVANET2x RBOX (single-scale)	73.5	EAST: An Efficient and Accurate Scene Text Detector Code	Apr 2017
38	SSTD	73	WordSup: Exploiting Word Annotations for Character based Text Detection	Aug 2017
39	MCLAB_FCN	43	PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network Code	Apr 2021