Scene Text Detection on ICDAR 2015

Metric: F-Measure (higher is better)

LeaderboardDataset

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Results

#	Model↕	F-Measure▼	Extra Data	Paper	Date↕	Code
1	TextFuseNet (ResNeXt-101)	92.23	No	-	-	Code
2	CharNet H-88 (multi-scale)	91.55	No	Convolutional Character Networks	2019-10-17	Code
3	CharNet H-88 (single-scale)	90.97	No	Convolutional Character Networks	2019-10-17	Code
4	CharNet H-50 (multi-scale)	90.16	No	Convolutional Character Networks	2019-10-17	Code
5	SBD	90.1	No	Exploring the Capacity of an Orderless Box Discr...	2019-12-20	Code
6	CharNet H-57 (multi-scale)	90.06	No	Convolutional Character Networks	2019-10-17	Code
7	FOTS MS	89.84	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
8	CharNet H-50 (single-scale)	89.7	No	Convolutional Character Networks	2019-10-17	Code
9	CharNet H-57 (single-scale)	89.66	No	Convolutional Character Networks	2019-10-17	Code
10	PMTD	89.33	No	Pyramid Mask Text Detector	2019-03-28	Code
11	GNNets	88.52	No	Geometry Normalization Networks for Accurate Sce...	2019-09-02	Code
12	FOTS	87.99	No	FOTS: Fast Oriented Text Spotting with a Unified...	2018-01-05	Code
13	DB-ResNet-50 (1152)	87.3	No	Real-time Scene Text Detection with Differentiab...	2019-11-20	Code
14	DBNet++ (ResNet-50) (1152)	87.3	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
15	SPCNET	87.2	No	Scene Text Detection with Supervised Pyramid Con...	2018-11-21	Code
16	FAST-B-1280	87.1	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
17	PSENet-1s	87.1	No	Shape Robust Text Detection with Progressive Sca...	2018-06-07	Code
18	SAST	86.91	No	A Single-Shot Arbitrarily-Shaped Text Detector b...	2019-08-15	Code
19	CRAFT	86.9	No	Character Region Awareness for Text Detection	2019-04-03	Code
20	FAST-B-896	86.3	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
21	Mask TextSpotter	86	No	Mask TextSpotter: An End-to-End Trainable Neural...	2018-07-06	Code
22	PAN	85.9	No	Mask R-CNN with Pyramid Attention Network for Sc...	2018-11-22	-
23	PSENet-1s	85.7	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
24	FAST-B-736	84.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
25	Corner-based Region Proposals	84.5	No	Detecting Multi-Oriented Text with Corner-based ...	2018-04-08	Code
26	SLPR	84.5	No	PixelLink: Detecting Scene Text via Instance Seg...	2018-01-04	Code
27	Corner Localization (multi-scale)	84.3	No	Multi-Oriented Scene Text Detection via Corner L...	2018-02-25	Code
28	FTSN + MNMS	84.1	No	Fused Text Segmentation Networks for Multi-orien...	2017-09-11	-
29	PixelLink+VGG16 2s	83.7	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
30	DBNet++ (ResNet-18) (736)	83.1	No	Real-Time Scene Text Detection with Differentiab...	2022-02-21	Code
31	Quad_MS	82.9	No	TextBoxes++: A Single-Shot Oriented Scene Text D...	2018-01-09	Code
32	FAST-S-736	82.9	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
33	PAN	82.9	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
34	TextSnake	82.6	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
35	FAST-T-736	81.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
36	EAST + PVANET2x RBOX (multi-scale)	80.7	No	Single Shot Text Detector with Regional Attention	2017-09-01	Code
37	EAST + PVANET2x RBOX (single-scale)	78.2	No	EAST: An Efficient and Accurate Scene Text Detec...	2017-04-11	Code
38	WordSup (VGG16-synth-icdar)	78.2	No	Detecting Oriented Text in Natural Images by Lin...	2017-03-19	Code
39	SSTD	77	No	WordSup: Exploiting Word Annotations for Charact...	2017-08-22	-
40	SegLink	75	No	Multi-Oriented Text Detection with Fully Convolu...	2016-04-14	Code
41	MCLAB_FCN	53.6	No	PGNet: Real-time Arbitrarily-Shaped Text Spottin...	2021-04-12	Code