Towards an adversarially robust convolutional neural network for automated diagnosis of malaria infection from microscopy images
Liang L, Sun B. Towards an adversarially robust convolutional neural network for automated diagnosis of malaria infection from microscopy images. Biomedical Signal Processing And Control 2023, 86: 105362. DOI: 10.1016/j.bspc.2023.105362.Peer-Reviewed Original ResearchConvolutional neural networkDiagnosis of malaria infectionAdversarial noiseNeural networkMalaria infectionRobust convolutional neural networkAutomated diagnosisHuman expert’s interactionAutomated malaria diagnosisMalaria parasite identificationBlood smear imagesAdversarial robustnessAdversarial trainingDiagnosis of malarial infectionImage datasetsBaseline networkExpert interactionLevel of noiseMedical imagesMalaria diagnosisLow-resource settingsMalarial infectionIncreasing levels of noiseComputational costSmear images