Scene Text Recognition2020en

svtp

Dataset from Papers With Code

Metrics:accuracy, cer, wer, f1

Current State of the Art

DTrOCR 105M

Unknown

98.6

accuracy

accuracy Progress Over Time

Showing 4 breakthroughs from Aug 2021 to Aug 2023

Key Milestones

Aug 2021

DPAN

From paper: Look Back Again: Dual Parallel Attention Network for Accurate and Robust Scene Text Recognition

89.0

Source

Nov 2021

MATRN

From paper: Multi-modal Text Recognition Networks: Interactive Enhancements between Visual and Semantic Features

90.6

+1.8%

Source

Sep 2022

MGP-STR

From paper: Multi-Granularity Prediction for Scene Text Recognition

98.3

+8.5%

Source

Aug 2023

DTrOCR 105MCurrent SOTA

From paper: DTrOCR: Decoder-only Transformer for Optical Character Recognition

98.6

+0.3%

Source

Total Improvement

10.8%

Time Span

Breakthroughs

Current SOTA

98.6

Top Models Performance Comparison

Top 10 models ranked by accuracy

Best Score

98.6

Top Model

DTrOCR 105M

Models Compared

Score Range

8.0

accuracyPrimary

#	Model	Score	Paper / Code	Date
1	DTrOCR 105M	98.6	DTrOCR: Decoder-only Transformer for Optical Character Recognition Code	Aug 2023
2	MGP-STR	98.3	Multi-Granularity Prediction for Scene Text Recognition Code	Sep 2022
3	CLIP4STR-L (DataComp-1B)	98.1	CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code	May 2023
4	CLIP4STR-L	97.4	CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code	May 2023
5	CLIP4STR-B*	97.2	CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code	May 2023
6	CPPD	96.7	Context Perception Parallel Decoder for Scene Text Recognition Code	Jul 2023
7	CCD-ViT-Base	96.1	Self-supervised Character-to-Character Distillation for Text Recognition Code	Nov 2022
8	CCD-ViT-Small	92.7	Self-supervised Character-to-Character Distillation for Text Recognition Code	Nov 2022
9	CCD-ViT-Tiny	91.6	Self-supervised Character-to-Character Distillation for Text Recognition Code	Nov 2022
10	S-GTR	90.6	Visual Semantics Allow for Textual Reasoning Better in Scene Text Recognition Code	Dec 2021
11	MATRN	90.6	Multi-modal Text Recognition Networks: Interactive Enhancements between Visual and Semantic Features Code	Nov 2021
12	SIGA_T	90.5	Self-supervised Implicit Glyph Attention for Text Recognition Code	Mar 2022
13	CDistNet (Ours)	89.77	CDistNet: Perceiving Multi-Domain Character Distance for Robust Text Recognition Code	Nov 2021
14	DiffusionSTR	89.2	DiffusionSTR: Diffusion Model for Scene Text Recognition	Jun 2023
15	DPAN	89	Look Back Again: Dual Parallel Attention Network for Accurate and Robust Scene Text RecognitionCode	Aug 2021