Optical Character Recognition2020en

scut-ctw1500

Dataset from Papers With Code

Metrics:accuracy, cer, wer, f1

f-measure

#	Model	Score	Paper / Code	Date
1	MixNet	89.8	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
2	TextMambaOpen Source Zhao et al.	89.7	TextMamba: Scene Text Detector with Mamba	Dec 2024
3	SRFormer (ResNet-50)	89.6	SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code	Aug 2023
4	DeepSolo (with pre-training)Open Source ViTAE-Transformer	89.3	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
5	DPText-DETR (ResNet50)	88.8	DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code	Jul 2022
6	TextFuseNet (ResNeXt-101)	87.4	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
7	I3CL + SSL	86.5	I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code	Aug 2021
8	EK-NetOpen Source Zhu et al.	85.75	EK-Net: Real-time Scene Text Detection with Expand Kernel Distance	Jan 2024
9	PAN	85	Mask R-CNN with Pyramid Attention Network for Scene Text Detection	Nov 2018
10	FAST-B-640	84.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
11	PAN-640	83.7	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
12	CRAFT	83.5	Character Region Awareness for Text Detection Code	Apr 2019
13	DB-ResNet50 (1024)	83.4	Real-time Scene Text Detection with Differentiable Binarization Code	Nov 2019
14	FAST-B-512	82.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
15	FAST-S-512	82	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
16	FAST-T-512	81.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
17	PSENet-1s	81.17	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Jun 2018
18	TextSnake	75.6	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
19	SLPR	74.8	Sliding Line Point Regression for Shape Robust Scene Text Detection Code	Jan 2018

f-measure-full-lexicon

#	Model	Score	Paper / Code	Date
1	SPTS	83.8	SPTS: Single-Point Text Spotting Code	Dec 2021
2	A3S	82.3	A3S: Adversarial learning of semantic representations for Scene-Text Spotting	Feb 2023
3	TESTR	81.5	Text Spotting Transformers Code	Apr 2022
4	DeepSolo (ResNet-50)	81.4	DeepSolo++: Let Transformer Decoder with Explicit Points Solo for Multilingual Text Spotting Code	May 2023
5	ABINet++	80.3	ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Spotting Code	Nov 2022
6	TPSNet	79.2	TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text Representation Code	Oct 2021
7	MANGO	78.7	MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code	Dec 2020
8	ABCNet v2	77.2	ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code	May 2021
9	SwinTextSpotter	77	SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code	Mar 2022
10	TextDragon	72.4	TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting	Oct 2019

f-measure-no-lexicon

#	Model	Score	Paper / Code	Date
1	A3S	64.4	A3S: Adversarial learning of semantic representations for Scene-Text Spotting	Feb 2023
2	DeepSolo (ResNet-50)	64.2	DeepSolo++: Let Transformer Decoder with Explicit Points Solo for Multilingual Text Spotting Code	May 2023
3	SPTS	63.6	SPTS: Single-Point Text Spotting Code	Dec 2021
4	ABINet++	60.2	ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Spotting Code	Nov 2022
5	TPSNet	59.7	TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text Representation Code	Oct 2021
6	MANGO	58.9	MANGO: A Mask Attention Guided One-Stage Scene Text Spotter Code	Dec 2020
7	ABCNet v2	57.5	ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting Code	May 2021
8	TextPerceptron	57	Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting Code	Feb 2020
9	TESTR	56	Text Spotting Transformers Code	Apr 2022
10	SwinTextSpotter	51.8	SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition Code	Mar 2022
11	TextDragon	39.7	TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting	Oct 2019

fps

#	Model	Score	Paper / Code	Date
1	FAST-T-512	129.1	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
2	FAST-S-512	112.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
3	FAST-B-512	92.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
4	FAST-B-640	66.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
5	PAN	65.2	Mask R-CNN with Pyramid Attention Network for Scene Text Detection	Nov 2018
6	MixNet	15.2	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023

precision

#	Model	Score	Paper / Code	Date
1	DeepSolo (with pre-training)Open Source ViTAE-Transformer	92.5	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
2	DPText-DETR (ResNet50)	91.7	DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code	Jul 2022
3	SRFormer (ResNet-50)	91.6	SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code	Aug 2023
4	MixNet	91.4	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
5	TextMambaOpen Source Zhao et al.	91	TextMamba: Scene Text Detector with Mamba	Dec 2024
6	TextFuseNet (ResNeXt-101)	89.7	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
7	I3CL + SSL	88.4	I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code	Aug 2021
8	EK-NetOpen Source Zhu et al.	87.85	EK-Net: Real-time Scene Text Detection with Expand Kernel Distance	Jan 2024
9	FAST-B-640	87.8	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
10	PAN	86.8	Mask R-CNN with Pyramid Attention Network for Scene Text Detection	Nov 2018
11	PAN-640	86.4	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
12	CRAFT	86	Character Region Awareness for Text Detection Code	Apr 2019
13	FAST-B-512	85.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
14	FAST-S-512	85.6	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
15	FAST-T-512	85.5	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
16	PSENet-1s	82.5	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Jun 2018
17	SLPR	80.1	Sliding Line Point Regression for Shape Robust Scene Text Detection Code	Jan 2018
18	TextSnake	67.9	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018

recall

#	Model	Score	Paper / Code	Date
1	TextMambaOpen Source Zhao et al.	88.5	TextMamba: Scene Text Detector with Mamba	Dec 2024
2	MixNet	88.3	MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code	Aug 2023
3	SRFormer (ResNet-50)	87.7	SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code	Aug 2023
4	DeepSolo (with pre-training)Open Source ViTAE-Transformer	86.3	DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting Code	Nov 2022
5	DPText-DETR (ResNet50)	86.2	DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code	Jul 2022
6	TextSnake	85.3	TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code	Jul 2018
7	TextFuseNet (ResNeXt-101)	85.1	TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode	May 2020
8	I3CL + SSL	84.6	I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code	Aug 2021
9	EK-NetOpen Source Zhu et al.	83.74	EK-Net: Real-time Scene Text Detection with Expand Kernel Distance	Jan 2024
10	PAN	83.2	Mask R-CNN with Pyramid Attention Network for Scene Text Detection	Nov 2018
11	PAN-640	81.2	Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code	Aug 2019
12	CRAFT	81.1	Character Region Awareness for Text Detection Code	Apr 2019
13	FAST-B-640	80.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
14	FAST-B-512	80.2	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
15	PSENet-1s	79.89	Shape Robust Text Detection with Progressive Scale Expansion Network Code	Jun 2018
16	FAST-S-512	78.7	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
17	FAST-T-512	77.9	FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code	Nov 2021
18	SLPR	70.1	Sliding Line Point Regression for Shape Robust Scene Text Detection Code	Jan 2018

Related Papers25

TextMamba: Scene Text Detector with Mamba

Dec 2024Models: TextMamba

EK-Net: Real-time Scene Text Detection with Expand Kernel Distance

Jan 2024Models: EK-Net

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

Aug 2023Models: MixNet

SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression

Aug 2023Models: SRFormer (ResNet-50)

DeepSolo++: Let Transformer Decoder with Explicit Points Solo for Multilingual Text Spotting

May 2023Models: DeepSolo (ResNet-50)

A3S: Adversarial learning of semantic representations for Scene-Text Spotting

Feb 2023Models: A3S

DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text Spotting

Nov 2022Models: DeepSolo (with pre-training)

ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Spotting

Nov 2022Models: ABINet++

DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer

Jul 2022Models: DPText-DETR (ResNet50)

Text Spotting Transformers

Apr 2022Models: TESTR

SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition

Mar 2022Models: SwinTextSpotter

SPTS: Single-Point Text Spotting

Dec 2021Models: SPTS

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

Nov 2021Models: FAST-B-640, FAST-B-512, FAST-S-512 +1 more

TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text Representation

Oct 2021Models: TPSNet

I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection

Aug 2021Models: I3CL + SSL

ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting

May 2021Models: ABCNet v2

MANGO: A Mask Attention Guided One-Stage Scene Text Spotter

Dec 2020Models: MANGO

Text Perceptron: Towards End-to-End Arbitrary-Shaped Text Spotting

Feb 2020Models: TextPerceptron

Real-time Scene Text Detection with Differentiable Binarization

Nov 2019Models: DB-ResNet50 (1024)

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

Aug 2019Models: PAN-640

Character Region Awareness for Text Detection

Apr 2019Models: CRAFT

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

Nov 2018Models: PAN

TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes

Jul 2018Models: TextSnake

Shape Robust Text Detection with Progressive Scale Expansion Network

Jun 2018Models: PSENet-1s

Sliding Line Point Regression for Shape Robust Scene Text Detection

Jan 2018Models: SLPR

Other Optical Character Recognition Datasets

inverse-text ThaiOCRBench CodeSOTA Verification Internal Mistral Benchmark OCR CER Benchmark OCR WER Benchmark mpqa CodeSearchNet cnn-/-daily-mail icdar2013