Scene Text Detection on SCUT-CTW1500

Metric: Precision (higher is better)

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	DPText-DETR (ResNet50)	91.7	No	DPText-DETR: Towards Better Scene Text Detection...	2022-07-10	Code
2	SRFormer (ResNet-50)	91.6	No	SRFormer: Text Detection Transformer with Incorp...	2023-08-21	Code
3	MixNet	91.4	No	MixNet: Toward Accurate Detection of Challenging...	2023-08-23	Code
4	TextFuseNet (ResNeXt-101)	89.7	No	-	-	Code
5	I3CL + SSL	88.4	No	I3CL:Intra- and Inter-Instance Collaborative Lea...	2021-08-03	Code
6	FAST-B-640	87.8	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
7	PAN	86.8	No	Mask R-CNN with Pyramid Attention Network for Sc...	2018-11-22	-
8	PAN-640	86.4	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
9	CRAFT	86	No	Character Region Awareness for Text Detection	2019-04-03	Code
10	FAST-B-512	85.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
11	FAST-S-512	85.6	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
12	FAST-T-512	85.5	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
13	PSENet-1s	84.8	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
14	PSENet-1s	82.5	No	Shape Robust Text Detection with Progressive Sca...	2018-06-07	Code
15	SLPR	80.1	No	Sliding Line Point Regression for Shape Robust S...	2018-01-30	Code
16	TextSnake	67.9	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code

#1DPText-DETR (ResNet50)SOTA
91.7
Precision· 2022-07-10
DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code
#2SRFormer (ResNet-50)
91.6
Precision· 2023-08-21
SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code
#3MixNet
91.4
Precision· 2023-08-23
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code
#4TextFuseNet (ResNeXt-101)
89.7
Precision
No paperCode
#5I3CL + SSLSOTA
88.4
Precision· 2021-08-03
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code
#6FAST-B-640
87.8
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#7PANSOTA
86.8
Precision· 2018-11-22
Mask R-CNN with Pyramid Attention Network for Scene Text Detection
#8PAN-640
86.4
Precision· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#9CRAFT
86
Precision· 2019-04-03
Character Region Awareness for Text Detection Code
#10FAST-B-512
85.7
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#11FAST-S-512
85.6
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#12FAST-T-512
85.5
Precision· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#13PSENet-1s
84.8
Precision· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#14PSENet-1sSOTA
82.5
Precision· 2018-06-07
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#15SLPRSOTA
80.1
Precision· 2018-01-30
Sliding Line Point Regression for Shape Robust Scene Text Detection Code
#16TextSnake
67.9
Precision· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code