Improving ultrasound video classification: an evaluation of novel deep learning methods in echocardiography
Howard JP, Tan J, Shun-Shin MJ, Mahdi D, Nowbar AN, Arnold AD, Ahmad Y, McCartney P, Zolgharni M, Linton NWF, Sutaria N, Rana B, Mayet J, Rueckert D, Cole GD, Francis DP. Improving ultrasound video classification: an evaluation of novel deep learning methods in echocardiography. Journal Of Medical Artificial Intelligence 2020, 3: 4-4. PMID: 32226937, PMCID: PMC7100611, DOI: 10.21037/jmai.2019.10.03.Peer-Reviewed Original ResearchConvolutional neural networkTraditional convolutional neural networkNovel deep learning methodNovel CNN architectureTwo-stream networkDeep learning methodsHuman action recognitionVideo classificationMedical ultrasound examinationCNN architectureArt networksAction recognitionNeural networkLearning methodsArt methodsIndividual framesNetwork's abilityNew architectureNetworkError rateArchitectureCorrect recognitionCurrent stateRecognitionNew state