2022
Automated stain-free histomorphometry of peripheral nerve by contrast-enhancing techniques and artificial intelligence
Coto Hernández I, Mohan S, Jowett N. Automated stain-free histomorphometry of peripheral nerve by contrast-enhancing techniques and artificial intelligence. Journal Of Neuroscience Methods 2022, 375: 109598. PMID: 35436515, DOI: 10.1016/j.jneumeth.2022.109598.Peer-Reviewed Original ResearchConceptsDeep learning algorithmsDeep learningArtificial intelligenceMachine learningLearning algorithmImage processingImage reconstructionExisting methodsSegmentationPhase contrast imagesLearningContrast imagesImagesIntelligenceAlgorithmEmbeddingBrightfield microscopyTechniqueTransmission modalityProcessingApplications
2020
Toward an Automatic System for Computer-Aided Assessment in Facial Palsy
Guarin D, Yunusova Y, Taati B, Dusseldorp J, Mohan S, Tavares J, van Veen M, Fortier E, Hadlock T, Jowett N. Toward an Automatic System for Computer-Aided Assessment in Facial Palsy. Facial Plastic Surgery & Aesthetic Medicine 2020, 22: 42-49. PMID: 32053425, PMCID: PMC7362997, DOI: 10.1089/fpsam.2019.29000.gua.Peer-Reviewed Original ResearchConceptsFacial landmark localizationLandmark localizationMachine learningML algorithmsFacial landmarksAutomatic systemComputer-aided diagnosis systemLocalization accuracyGraphical user interfaceCustom graphical user interfaceLandmark localization accuracyComputer-Aided AssessmentPoor localization accuracyUser interfaceDetection modelMore imagesDiagnosis systemML modelsAvailable algorithmsManual markingNovel ML algorithmsNovel ML modelsLarge databaseAlgorithm accuracyLocalization model