Multi-purposed diagnostic system for ovarian endometrioma using CNN and transformer networks in ultrasound
Li Y, Zhao B, Wen L, Huang R, Ni D. Multi-purposed diagnostic system for ovarian endometrioma using CNN and transformer networks in ultrasound. Biomedical Signal Processing And Control 2024, 91: 105923. DOI: 10.1016/j.bspc.2023.105923.Peer-Reviewed Original ResearchFirst deep learning methodDeep learning methodsAccuracy of classificationDeep learningSegmentation branchTransformer networkClassification branchPopular networksAttention mechanismDice scoreCyst segmentationLearning methodsClassification accuracyComparable performanceExperience of doctorsReader studyDiagnostic systemNetworkClassificationSpecific informationAccuracyImagesCNNCyst regionExtensive dataset