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Scene Text Detection on MSRA-TD500 (test)

92.3PrecisionDB + VLPT-STD
69.52475.43781.3587.263Nov 21, 2019Apr 17, 2020Sep 12, 2020Feb 8, 2021Jul 6, 2021Dec 1, 2021Apr 29, 2022

Evaluation results

MethodLinks
DB + VLPT-STDPre-training=Ours (VLPT-STD)2022.0492.384.988.5—
Feature Sampling and Groupingrepresentation=RBox2022.0391.684.888.1—
DBProtocol=IoU@0.5, Backbone=deformable-ResNet-502021.0491.579.284.932
DB2022.0391.579.284.9—
DB + STPre-training=SynthText (ST)2022.0491.579.284.9—
Feature Sampling and Groupingrepresentation=Bezier2022.0391.484.787.9—
Directmulti-scale test=true2019.11918186—
DirectArchitecture=one-stage, Multi-scale test=true2021.04918186—
Raisi et al.2022.0390.983.887.2—
Mask TextSpotter v32020.0790.777.583.5—
MOSTProtocol=IoU@0.52021.0490.482.786.451.8
TricubeNetArchitecture=anchor-free, Multi-scale test=false2021.0490.480.885.3—
MOST2022.0390.482.786.4—
DB + STKMPre-training=STKM2022.0490.28285.9—
Gliding vertexmulti-scale test=false2019.1188.884.386.515
Gliding vertexArchitecture=two-stage, Multi-scale test=false2021.0488.884.386.5—
CRAFT2019.1188.278.282.98.6
CRAFT2020.0788.278.282.9—
CRAFTProtocol=IoU@0.5, External MLT17 pre-training=true2021.0488.278.282.98.6
CRAFTArchitecture=anchor-free, Multi-scale test=false2021.0488.278.282.9—
CRAFT2022.0388.278.282.9—
DRRGProtocol=IoU@0.5, External MLT17 pre-training=true2021.0488.182.385.1—
DRRG2022.0388.182.385.1—
MCN2019.11887983—
Lyu et al.2019.1187.676.281.55.7
Lyu et al.Architecture=one-stage, Multi-scale test=true2021.0487.676.281.5—
TextField2019.1187.475.981.35.2
MSR2020.0787.476.781.7—
TextFieldProtocol=IoU@0.52021.0487.475.981.3—
MSRProtocol=IoU@0.52021.0487.476.781.7—
TextField2022.0387.475.981.3—
EAST2019.1187.367.476.113.2
EASTArchitecture=anchor-free, Multi-scale test=true2021.0487.367.476.1—
RRD2019.1187737910
RRD2020.07877379—
baselineProtocol=IoU@0.52021.048777.68266.8
RRDArchitecture=one-stage, Multi-scale test=true2021.04877379—
DBDeformable Convolutional Networks=Without2020.0786.677.781.9—
TextBPN2022.0386.684.585.6—
SegLink2019.118670778.9
SegLinkProtocol=IoU@0.52021.048670778.9
SegLinkArchitecture=one-stage, Multi-scale test=false2021.04867077—
PANProtocol=IoU@0.52021.0485.783.284.530.2
Wang et al.2019.1185.282.183.610
ATRRProtocol=IoU@0.52021.0485.282.183.610
Wang et al.Architecture=two-stage, Multi-scale test=false2021.0485.282.183.6—
PAN2022.0384.483.884.1—
Tian et al.2020.0784.281.782.9—
LSEProtocol=IoU@0.52021.0484.281.782.93
TextSnakeProtocol=IoU@0.52021.0483.273.978.31.1
TextSnakeArchitecture=anchor-free, Multi-scale test=false2021.0483.273.978.3—
TextSnake2022.0383.273.978.3—
Zhang et al.2019.118367740.5
Bordermulti-scale test=true2019.118373.376.8—
PixelLink2020.078373.277.8—
Xue et al.2020.078377.480.1—
Zhang et al.Architecture=anchor-free, Multi-scale test=false2021.04836774—
PixelLinkArchitecture=anchor-free, Multi-scale test=true2021.048373.277.8—
MOSTIoU threshold=0.72021.0481.274.877.9—
Mask TextSpotter v22020.0780.868.674.2—
DeepReg2020.07777074—
PANIoU threshold=0.7, inference_source=open-source repository2021.0475.473.274.3—
DBIoU threshold=0.7, inference_source=open-source repository2021.047465.669.6—
He et al.2020.07716169—
baselineIoU threshold=0.72021.0470.462.866.4—