超强合集：OCR 文本检测干货汇总（含论文、源码、demo 等资源）

Acuratedlistofawesomedeeplearningbasedpapersontextdetectionandrecognition.

Papers

Multi-digitNumberRecognitionfromStreetViewImageryusingDeepConvolutionalNeuralNetworks

intro:

arxiv:

-to-TextRecognitionwithConvolutionalNeuralNetworks

paper:

PhDthesis:

WordSpottingandRecognitionwithEmbeddedAttributes

paper:;filter%3DAND%28p_IS_Number%3A6940341%29

ReadingTextintheWildwithConvolutionalNeuralNetworks

arxiv:

homepage:

demo:

code:

Deepstructuredoutputlearningforunconstrainedtextrecognition

intro:"proposeanarchitectureconsistingofacharactersequenceCNNandanN-gramencodingCNNwhichactonaninputimageinparallelandwhoseoutputsareutilizedalongwithaCRFmodeltorecognizethetextcontentpresentwithintheimage."

arxiv:

DeepFeaturesforTextSpotting

paper:

bitbucket:

gitxiv:

ReadingSceneTextinDeepConvolutionalSequences

intro:AAAI2016

arxiv:

DeepFont:IdentifyYourFontfromAnImage

arxiv:

An-to-TrainableNeuralNetworkforImage-basedSequenceRecognitionandItsApplicationtoSceneTextRecognition

intro:ConvolutionalRecurrentNeuralNetwork(CRNN)

arxiv:

github:

github:

RecursiveRecurrentNetswithAttentionModelingforOCRintheWild

arxiv:

Writer-indepentFeatureLearningforOfflineSignatureVerificationusingDeepConvolutionalNeuralNetworks

arxiv:

DeepText:AUnifiedFrameworkforTextProposalGenerationandTextDetectioninNaturalImages

arxiv:

-to-InterpretationoftheFrenchStreetNameSignsDataset

paper:

github:

-to-SubtitleDetectionandRecognitionforVideosinEastAsianLanguagesviaCNNEnsemblewithNear-Human-LevelPerformance

arxiv:

SmartLibrary:IdentifyingBooksinaLibraryusingRichlySupervisedDeepSceneTextReading

arxiv:

ImprovingTextProposalsforSceneImageswithFullyConvolutionalNetworks

intro:UniversitatAutonomadeBarcelona(UAB)UniversityofFlorence

intro:InternationalConferenceonPatternRecognition(ICPR)-DLPR(DeepLearningforPatternRecognition)workshop

arxiv:

SceneTextEraser

Attention-basedExtractionofStructuredInformationfromStreetViewImagery

intro:UniversityCollegeLondonGoogleInc

arxiv:

github:

ImplicitLanguageModelinLSTMforOCR

ObjectProposalsforTextExtractionintheWild

intro:ICDAR2015

arxiv:

github:

Text-AttentionalConvolutionalNeuralNetworksforSceneTextDetection

arxiv:

AccurateTextLocalizationinNaturalImagewithCascadedConvolutionalTextNetwork

arxiv:

SyntheticDataforTextLocalisationinNaturalImages

intro:CVPR2016

projectpage:

arxiv:

paper:

github:

SceneTextDetectionviaHolistic,Multi-ChannelPrediction

arxiv:

DetectingTextinNaturalImagewithConnectionistTextProposalNetwork

intro:ECCV2016

arxiv:

github(Caffe):

github():

demo:

github(Tensorflow):

TextBoxes:AFastTextDetectorwithaSingleDeepNeuralNetwork

intro:AAAI2017

arxiv:

github(Caffe):

github:

TextBoxes++:ASingle-ShotOrientedSceneTextDetector

intro:(HUST)

arxiv:

github(official,Caffe):

Arbitrary-OrientedSceneTextDetectionviaRotationProposals

intro:IEEETransactionsonMultimedia

keywords:RRPN

arxiv:

github:

github:

DeepMatchingPriorNetwork:TowardTighterMulti-orientedTextDetection

intro:CVPR2017

intro:%,%

arxiv:

DetectingOrientedTextinNaturalImagesbyLinkingSegments

intro:CVPR2017

arxiv:

github(Tensorflow):

DeepDirectRegressionforMulti-OrientedSceneTextDetection

arxiv:

CascadedSegmentation-DetectionNetworksforWord-LevelTextSpotting

Text-Detection-using-py-faster-rcnn-framework

github:
WordFence:TextDetectioninNaturalImageswithBorderAwareness

intro:ICIP2017

arcxiv:

SSD-textdetection:TextDetector

intro:AmodifiedSSDmodelfortextdetection

github:

R2CNN:RotationalRegionCNNforOrientationRobustSceneTextDetection

intro:SamsungRDInstituteChina

arxiv:

R-PHOC:Segmentation-FreeWordSpottingusingCNN

intro:ICDAR2017

arxiv:

Towards-to-TextSpottingwithConvolutionalRecurrentNeuralNetworks

intro:ICCV2017

arxiv:

EAST:AnEfficientandAccurateSceneTextDetector

intro:

arxiv:

paper:

github(Tensorflow):

DeepSceneTextDetectionwithConnectedComponentProposals

intro:AmapVisionLab,AlibabaGroup

arxiv:

SingleShotTextDetectorwithRegionalAttention

intro:ICCV2017

arxiv:

github:

code:

FusedTextSegmentationNetworksforMulti-orientedSceneTextDetection

DeepResidualTextDetectionNetworkforSceneText

intro:IAPRInternationalConferenceonDocumentAnalysisandRecognition(ICDAR)2017.SamsungRDInstituteofChina,Beijing

arxiv:

FeatureEnhancementNetwork:ARefinedSceneTextDetector

intro:AAAI2018

arxiv:

ArbiText:Arbitrary-OrientedTextDetectioninUnconstrainedScene

DetectingCurveTextintheWild:NewDatasetandNewSolution

arxiv:

github:

FOTS:FastOrientedTextSpottingwithaUnifiedNetwork

PixelLink:DetectingSceneTextviaInstanceSegmentation

intro:AAAI2018

arxiv:

PixelLink:DetectingSceneTextviaInstanceSegmentation

intro:

arxiv:

SlidingLinePointRegressionforShapeRobustSceneTextDetection

Multi-OrientedSceneTextDetectionviaCornerLocalizationandRegionSegmentation

intro:CVPR2018

arxiv:

SingleShotTextSpotterwithExplicitAlignmentandAttention

intro:CVPR2018

arxiv:

Rotation-SensitiveRegressionforOrientedSceneTextDetection

intro:CVPR2018

arxiv:

DetectingMulti-OrientedTextwithCorner-basedRegionProposals

arxiv:

github:

AnAnchor-FreeRegionProposalNetworkforFasterR-CNNbasedTextDetectionApproaches

IncepText:ANewInception-TextModulewithDeformablePSROIPoolingforMulti-OrientedSceneTextDetection

intro:

arxiv:

BoostingupSceneTextDetectorswithGuidedCNN

ShapeRobustTextDetectionwithProgressiveScaleExpansionNetwork

arxiv:

github:

ASingleShotTextDetectorwithScale-adaptiveAnchors

TextSnake:AFlexibleRepresentationforDetectingTextofArbitraryShapes

intro:ECCV2018

arxiv:

MaskTextSpotter:An-to-TrainableNeuralNetworkforSpottingTextwithArbitraryShapes

intro:(Face++)Technology

arxiv:

AccurateSceneTextDetectionthroughBorderSemanticsAwarenessandBootstrapping

intro:ECCV2018

arxiv:

TextContourNet:aFlexibleandEffectiveFrameworkforImprovingSceneTextDetectionArchitecturewithaMulti-taskCascade

CorrelationPropagationNetworksforSceneTextDetection

SceneTextDetectionwithSupervisedPyramidContextNetwork

intro:AAAI2019

arxiv:

ImprovingRotatedTextDetectionwithRotationRegionProposalNetworks

Pixel-Anchor:AFastOrientedSceneTextDetectorwithCombinedNetworks

MaskR-CNNwithPyramidAttentionNetworkforSceneTextDetection

intro:WACV2019

arxiv:

TextField:LearningADeepDirectionFieldforIrregularSceneTextDetection

intro:HuazhongUniversityofScienceandTechnology(HUST)AlibabaGroup

arxiv:

DetectingTextintheWildwithDeepCharacterEmbeddingNetwork

intro:ACCV2018

intro:Baidu

arxiv:

Sequencetosequencelearningforunconstrainedscenetextrecognition

intro:masterthesis

arxiv:

DrawingandRecognizingChineseCharacterswithRecurrentNeuralNetwork

arxiv:

LearningSpatial-SemanticContextwithFullyConvolutionalRecurrentNetworkforOnlineHandwrittenChineseTextRecognition

intro:correctrates:%%

arxiv:

StrokeSequence-DepentDeepConvolutionalNeuralNetworkforOnlineHandwrittenChineseCharacterRecognition

arxiv:

Visualattentionmodelsforscenetextrecognition

FocusingAttention:TowardsAccurateTextRecognitioninNaturalImages

intro:ICCV2017

arxiv:

SceneTextRecognitionwithSlidingConvolutionalCharacterModels

AdaDNNs:AdaptiveEnsembleofDeepNeuralNetworksforSceneTextRecognition

ANewHybrid-parameterRecurrentNeuralNetworksforOnlineHandwrittenChineseCharacterRecognition

AON:TowardsArbitrarily-OrientedTextRecognition

arxiv:

github:

Arbitrarily-OrientedTextRecognition

intro:AmethodusedinICDAR2017wordrecognitioncompetitions

arxiv:

SEE:TowardsSemi-Supervised-to-SceneTextRecognition

EditProbabilityforSceneTextRecognition

intro:FudanUniversityHikvisionResearchInstitute

arxiv:

SCAN:SlidingConvolutionalAttentionNetworkforSceneTextRecognition

AdaptiveAdversarialAttackonSceneTextRecognition

intro:UniversityofFlorida

arxiv:

ESIR:-to-SceneTextRecognitionviaIterativeImageRectification

STN-OCR:AsingleNeuralNetworkforTextDetectionandTextRecognition

arxiv:

github(MXNet):

DeepTextSpotter:An-to-TrainableSceneTextLocalizationandRecognitionFramework

intro:ICCV2017

arxiv:

FOTS:FastOrientedTextSpottingwithaUnifiedNetwork

SingleShotTextSpotterwithExplicitAlignmentandAttention

An-to-TextSpotterwithExplicitAlignmentandAttention

intro:CVPR2018

arxiv:

github(official,Caffe):

VerisimilarImageSynthesisforAccurateDetectionandRecognitionofTextsinScenes

intro:ECCV2018

arxiv:

github:

SceneTextDetectionandRecognition:TheDeepLearningEra

arxiv:

gihtub:

ANovelIntegratedFrameworkforLearningbothTextDetectionandRecognition

intro:Alibaba

arxiv:

UsingdeeplearningtobreakaCaptchasystem

intro:"UsingTorchcodetobreaksimplecaptchawith92%accuracy"

blog:

github:

Breakingredditcaptchawith96%accuracy

blog:

github:

I’mnotahuman:BreakingtheGooglereCAPTCHA

paper:

NeuralNetCAPTCHACracker

slides:

github:

demo:

RecurrentneuralnetworksfordecodingCAPTCHAS

blog:

demo:

code:

Readingirctccaptchaswith95%accuracyusingdeeplearning

github:

端到端的OCR：基于CNN的实现

blog:

IAmRobot:(Deep)LearningtoBreakSemanticImageCAPTCHAs

intro:%oftheimagereCaptchachallenges,%

paper:

SimGAN-Captcha

intro:Solvecaptchawithoutmanuallylabelingatrainingset

github:

HighPerformanceOfflineHandwrittenChineseCharacterRecognitionUsingGoogLeNetandDirectionalFeatureMaps

arxiv:

github:

Recognizeyourhandwrittennumbers

HandwrittenDigitRecognitionusingConvolutionalNeuralNetworksinPythonwithKeras

blog:

MNISTHandwrittenDigitClassifier

github:

如何用卷积神经网络CNN识别手写数字集？

blog:

LeNet–ConvolutionalNeuralNetworkinPython

blog:

Scan,AttandRead:-to-HandwrittenParagraphRecognitionwithMDLSTMAttention

arxiv:

MLPaint:theReal-TimeHandwrittenDigitRecognizer

blog:

github:

demo:

TrainingaComputertoRecognizeYourHandwriting

UsingTensorFlowtocreateyourownhandwritingrecognitionengine

blog:

github:

BuildingaDeepHandwrittenDigitsClassifierusingMicrosoftCognitiveToolkit

blog:

github:

HandWritingRecognitionUsingConvolutionalNeuralNetworks

intro:ThisCNN-basedmodel%

github:

DesignofaVeryCompactCNNClassifierforOnlineHandwrittenChineseCharacterRecognitionUsingDropWeightandGlobalPooling

intro:0.57MB,%.

arxiv:

HandwrittigitstringrecognitionbycombinationofresidualnetworkandRNN-CTC

ReadingCarLicensePlatesUsingDeepConvolutionalNeuralNetworksandLSTMs

arxiv:

NumberplaterecognitionwithTensorflow

blog:

github(DeepANPR):

-to--for-plate-recognition

github:

Segmentation-freeVehicleLicensePlateRecognitionusingConvNet-RNN

intro:InternationalWorkshoponAdvancedImageTechnology,January,8-10,2017.Penang,

arxiv:

LicensePlateDetectionandRecognitionUsingDeeplyLearnedConvolutionalNeuralNetworks

arxiv:

api:

AdversarialGenerationofTrainingExamplesforVehicleLicensePlateRecognition

Towards-to-CarLicensePlatesDetectionandRecognitionwithDeepNeuralNetworks

arxiv:

Towards-to-LicensePlateDetectionandRecognition:ALargeDatasetandBaseline

paper:

github:

dataset:

HighAccuracyChinesePlateRecognitionFramework

intro:基于深度学习高性能中文车牌识别HighPerformanceChineseLicensePlateRecognitionFramework.

gihtub:

LPRNet:LicensePlateRecognitionviaDeepNeuralNetworks

intrp=o:IntelIOTGComputerVisionGroup

intro:worksinreal-timewithrecognitionaccuracyupto95%forChineselicenseplates:3ms//plateonIntelRCoreTMi7-6700KCPU.

arxiv:

Howmanylabeledlicenseplatesareneeded?

intro:ChineseConferenceonPatternRecognitionandComputerVision

arxiv:

ApplyingOCRTechnologyforReceiptRecognition

blog:

mirror:

HackingMNISTin30linesofPython

blog:

github:

OpticalCharacterRecognitionUsingOne-ShotLearning,RNN,andTensorFlow

CreatingaModernOCRPipelineUsingComputerVisionandDeepLearning

ocropy:Python-basedtoolsfordocumentanalysisandOCR

github:

ExtractingtextfromanimageusingOcropus

blog:

CLSTM:AsmallC++implementationofLSTMnetworks,focusedonOCR

github:

OCRtextrecognitionusingtensorflowwithattention

github:

github:

DigitRecognitionviaCNN:digitalmeternumbersdetection

github(caffe):

Attention-OCR:VisualAttentionbasedOCR

github:

umaru:AnOCR-systembasedontorchusingthetechniqueofLSTM/GRU-RNN,CTCandreferredtotheworksofrnnlibandclstm

github:

:PureJavascriptOCRfor62Languages

homepage:

github:

DeepHCCR:OfflineHandwrittenChineseCharacterRecognitionbasedonGoogLeNetandAlexNet(WithCaffeModel)

github:

deepocr:makeabetterchinesecharacterrecognitionOCRthantesseract

PracticalDeepOCRforscenetextusingCTPN+CRNN

Tensorflow-basedCNN+LSTMtrainedwithCTC-lossforOCR

SSD_scene-text-detection

github:

blog:

LSTMsforOCR

youtube:

DeepLearningforOCR

SceneTextLocalizationRecognitionResources

intro:Acuratedlistofresourcesdedicatedtoscenetextlocalizationandrecognition

github:

SceneTextLocalizationRecognitionResources

intro:图像文本位置感知与识别的论文资源汇总

github:

awesome-ocr:AcuratedlistofpromisingOCRresources