Scene Text Detection on SCUT-CTW1500

Metric: F-Measure (higher is better)

LeaderboardDataset

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Results

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#	Model↕	F-Measure▼	Extra Data	Paper	Date↕	Code
1	MixNet	89.8	No	MixNet: Toward Accurate Detection of Challenging...	2023-08-23	Code
2	SRFormer (ResNet-50)	89.6	No	SRFormer: Text Detection Transformer with Incorp...	2023-08-21	Code
3	DPText-DETR (ResNet50)	88.8	No	DPText-DETR: Towards Better Scene Text Detection...	2022-07-10	Code
4	TextFuseNet (ResNeXt-101)	87.4	No	-	-	Code
5	I3CL + SSL	86.5	No	I3CL:Intra- and Inter-Instance Collaborative Lea...	2021-08-03	Code
6	PAN	85	No	Mask R-CNN with Pyramid Attention Network for Sc...	2018-11-22	-
7	FAST-B-640	84.2	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
8	PAN-640	83.7	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
9	CRAFT	83.5	No	Character Region Awareness for Text Detection	2019-04-03	Code
10	DB-ResNet50 (1024)	83.4	No	Real-time Scene Text Detection with Differentiab...	2019-11-20	Code
11	FAST-B-512	82.9	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
12	PSENet-1s	82.2	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
13	FAST-S-512	82	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
14	FAST-T-512	81.5	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
15	PSENet-1s	81.17	No	Shape Robust Text Detection with Progressive Sca...	2018-06-07	Code
16	TextSnake	75.6	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
17	SLPR	74.8	No	Sliding Line Point Regression for Shape Robust S...	2018-01-30	Code

#1MixNetSOTA
89.8
F-Measure· 2023-08-23
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code
#2SRFormer (ResNet-50)SOTA
89.6
F-Measure· 2023-08-21
SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code
#3DPText-DETR (ResNet50)SOTA
88.8
F-Measure· 2022-07-10
DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code
#4TextFuseNet (ResNeXt-101)
87.4
F-Measure
No paperCode
#5I3CL + SSLSOTA
86.5
F-Measure· 2021-08-03
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code
#6PANSOTA
85
F-Measure· 2018-11-22
Mask R-CNN with Pyramid Attention Network for Scene Text Detection
#7FAST-B-640
84.2
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#8PAN-640
83.7
F-Measure· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#9CRAFT
83.5
F-Measure· 2019-04-03
Character Region Awareness for Text Detection Code
#10DB-ResNet50 (1024)
83.4
F-Measure· 2019-11-20
Real-time Scene Text Detection with Differentiable Binarization Code
#11FAST-B-512
82.9
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#12PSENet-1s
82.2
F-Measure· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#13FAST-S-512
82
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#14FAST-T-512
81.5
F-Measure· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#15PSENet-1sSOTA
81.17
F-Measure· 2018-06-07
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#16TextSnake
75.6
F-Measure· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#17SLPRSOTA
74.8
F-Measure· 2018-01-30
Sliding Line Point Regression for Shape Robust Scene Text Detection Code