Scene Text Detection on SCUT-CTW1500

Metric: Recall (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	MixNet	88.3	No	MixNet: Toward Accurate Detection of Challenging...	2023-08-23	Code
2	SRFormer (ResNet-50)	87.7	No	SRFormer: Text Detection Transformer with Incorp...	2023-08-21	Code
3	DPText-DETR (ResNet50)	86.2	No	DPText-DETR: Towards Better Scene Text Detection...	2022-07-10	Code
4	TextSnake	85.3	No	TextSnake: A Flexible Representation for Detecti...	2018-07-04	Code
5	TextFuseNet (ResNeXt-101)	85.1	No	-	-	Code
6	I3CL + SSL	84.6	No	I3CL:Intra- and Inter-Instance Collaborative Lea...	2021-08-03	Code
7	PAN	83.2	No	Mask R-CNN with Pyramid Attention Network for Sc...	2018-11-22	-
8	PAN-640	81.2	No	Efficient and Accurate Arbitrary-Shaped Text Det...	2019-08-16	Code
9	CRAFT	81.1	No	Character Region Awareness for Text Detection	2019-04-03	Code
10	FAST-B-640	80.9	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
11	FAST-B-512	80.2	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
12	PSENet-1s	79.89	No	Shape Robust Text Detection with Progressive Sca...	2018-06-07	Code
13	PSENet-1s	79.7	No	Shape Robust Text Detection with Progressive Sca...	2019-03-28	Code
14	FAST-S-512	78.7	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
15	FAST-T-512	77.9	No	FAST: Faster Arbitrarily-Shaped Text Detector wi...	2021-11-03	Code
16	SLPR	70.1	No	Sliding Line Point Regression for Shape Robust S...	2018-01-30	Code

#1MixNetSOTA
88.3
Recall· 2023-08-23
MixNet: Toward Accurate Detection of Challenging Scene Text in the Wild Code
#2SRFormer (ResNet-50)SOTA
87.7
Recall· 2023-08-21
SRFormer: Text Detection Transformer with Incorporated Segmentation and Regression Code
#3DPText-DETR (ResNet50)SOTA
86.2
Recall· 2022-07-10
DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in Transformer Code
#4TextSnakeSOTA
85.3
Recall· 2018-07-04
TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes Code
#5TextFuseNet (ResNeXt-101)
85.1
Recall
No paperCode
#6I3CL + SSL
84.6
Recall· 2021-08-03
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection Code
#7PAN
83.2
Recall· 2018-11-22
Mask R-CNN with Pyramid Attention Network for Scene Text Detection
#8PAN-640
81.2
Recall· 2019-08-16
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network Code
#9CRAFT
81.1
Recall· 2019-04-03
Character Region Awareness for Text Detection Code
#10FAST-B-640
80.9
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#11FAST-B-512
80.2
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#12PSENet-1sSOTA
79.89
Recall· 2018-06-07
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#13PSENet-1s
79.7
Recall· 2019-03-28
Shape Robust Text Detection with Progressive Scale Expansion Network Code
#14FAST-S-512
78.7
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#15FAST-T-512
77.9
Recall· 2021-11-03
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation Code
#16SLPRSOTA
70.1
Recall· 2018-01-30
Sliding Line Point Regression for Shape Robust Scene Text Detection Code