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Corona-Net

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Corona-Net
Subtitle
Fighting COVID-19 with Machine Learning
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130
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CC Attribution - NonCommercial - ShareAlike 3.0 Unported:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal and non-commercial purpose as long as the work is attributed to the author in the manner specified by the author or licensor and the work or content is shared also in adapted form only under the conditions of this
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Identified in December 2019, the novel Coronavirus has infected 2.7 million worldwide, and claimed the lives of 0.2 million. Amidst this deadly pandemic, I started my open source project, Corona-Net, in the hopes of contributing to the global fight against the Coronavirus. Corona-Net is a 3-part project dedicated to the classification, binary segmentation and multi-class segmentation of COVID-19. I first leverage the EfficientNet model for COVID-19 diagnosis, then utilise and refine the U-Net architecture for both binary and 3-class (ground-glass, consolidation, pleural effusion) segmentation of COVID-19 symptoms, through inference on the COVID-19 CT segmentation (chest axial CT) dataset. Through Corona-Net, I aim to develop a reliable, visual-semantically balanced method for automatic COVID-19 diagnosis, as well as extend an invitation to all to collaborate and stand together against this pandemic.
Machine visionWeightComputational visualisticsMachine visionStudent's t-testXMLUMLMeeting/InterviewComputer animation
Student's t-testForm (programming)Fatou-MengeMachine visionEmailProjective planeComputer virusComputational sciencePartial differential equationMereologyArtificial neural networkComputational visualisticsBusiness modelMachine visionComputer animation
GradientSystem programmingBoundary value problemAutomationSoftware bugMortality rateGauge theoryStatement (computer science)Social classBinary codePixelPredictionLibrary (computing)Formal languageImage processingMachine visionComputer-generated imageryParallel computingOperations researchTensorPrototypeDisintegrationMedical imagingAlgorithmProcess (computing)AerodynamicsGraph (mathematics)Function (mathematics)outputMultiplicationBusiness modelEnterprise architectureComputer networkResource allocationCodeExtension (kinesiology)Elasticity (physics)Function (mathematics)AutomationQuicksortMedical imagingBoundary value problemBootingSocial classDynamical systemImage processingProjective planeX-ray computed tomographyGraph (mathematics)Object (grammar)BitCuboidPosition operatorComputational visualisticsGraph coloringTerm (mathematics)outputParallel portWage labourAugmented realityLibrary (computing)Functional (mathematics)PixelBinary codeFormal languageVector spaceMathematicsBusiness modelInformationOperator (mathematics)Enterprise architectureNumberOpticsDataflowUniform resource locatorScalar fieldScaling (geometry)Degree (graph theory)Shift operatorPort scannerAuditory maskingPredictabilityAlgorithmArtificial neural networkTask (computing)Single-precision floating-point formatPiRevision controlMatrix (mathematics)ConvolutionGradientSoftware bugComputer virusStatement (computer science)Flow separationWeightCovering spaceTensorMachine visionComputer animation
Function (mathematics)Computer-generated imageryoutputComputer networkPredictionKeyboard shortcutReliefPressureIdentity managementScale (map)InformationTexture mappingFLOPSComputational physicsClique-widthImage resolutionKolmogorov complexityParameter (computer programming)Menu (computing)MultiplicationBinary fileBildsegmentierungBinary codeDigital filterMedical imagingLocal ringAugmented realityShift operatorElasticity (physics)Transformation (genetics)Database normalizationInvariant (mathematics)RotationRandom numberData AugmentationData structurePower (physics)Mechanism designAuditory maskingInformationIdentity managementFunctional (mathematics)Symmetric matrixComputational visualisticsSet (mathematics)Scaling (geometry)MappingDesign by contractWave packetDifferent (Kate Ryan album)Social classHierarchyThermal expansionConnected spaceMaxima and minimaDescriptive statisticsConvolutionSoftwareDimensional analysisSemantics (computer science)Keyboard shortcutBitMultilaterationAdditionImage resolutionPredictabilityArtificial neural networkTerm (mathematics)Business modelLinearer GraphoutputMedical imagingWeightParameter (computer programming)BenchmarkPressureX-ray computed tomographyException handlingClique-widthTask (computing)ResonatorProgram slicingCodeAreaExecution unitVideo gameGoodness of fitRight angleEnterprise architectureLine (geometry)Ideal (ethics)Shape (magazine)Sampling (statistics)InternetworkingComputer animation
Augmented realityShift operatorTransformation (genetics)Elasticity (physics)Scale (map)Invariant (mathematics)Random numberDatabase normalizationRotationData AugmentationMetric systemPerformance appraisalBinary fileInsertion lossBit rateMathematical optimizationCoefficientProjective planeIdeal (ethics)WeightHand fanShift operatorBinary codeElasticity (physics)Software developerSet (mathematics)Mathematical optimizationTask (computing)Augmented realityBusiness modelTransformation (genetics)Medical imagingNormal (geometry)Open sourceRotationInsertion lossNatural numberRandomizationCoefficientSoftwareTerm (mathematics)Scaling (geometry)Computer animation
AreaAverageData miningObject (grammar)Wage labourMetric systemBinary fileInsertion lossPerformance appraisalCoefficientMathematical optimizationBit rateForm (programming)Student's t-testFormal languageFatou-MengeMachine visionEmailBinary codeBusiness modelMultiplicationCovering spaceCodeMechanism designLimit (category theory)Process (computing)Link (knot theory)Software repositoryInsertion lossTraffic reportingBusiness modelBootingPixelSoftware developerFunctional (mathematics)Augmented realityAuditory maskingMedical imagingBinary codeSoftwareTerm (mathematics)MappingSocial classResultantMusical ensembleExtension (kinesiology)Object (grammar)NumberWeightFlow separationExecution unitData miningTask (computing)Mathematical optimizationDesign by contractType theoryBitBlock (periodic table)Entropie <Informationstheorie>Machine learningZeitdilatationInformationRight angleConvolutionPie chartWage labourWebsiteOnline chatGoodness of fitAverageFreeware
Computer networkInternationalization and localizationResidual (numerical analysis)Pattern recognitionComputer-generated imageryBusiness modelVirtual machineWeb pageMachine visionBildsegmentierungEmailCodePlanningMedical imagingSlide ruleOnline helpSelf-organizationProjective planeComputer animation
Machine visionProjective planeBitMereologyOpen sourceMultiplication signLibrary (computing)Presentation of a group
Presentation of a groupMeeting/Interview
Transcript: English(auto-generated)