Joint Embedding of Food Photographs and Blood Glucose for Improved Calorie Estimation
Zhang L, Huang S, Das A, Do E, Glantz N, Bevier W, Santiago R, Kerr D, Gutierrez-Osuna R, Mortazavi B. Joint Embedding of Food Photographs and Blood Glucose for Improved Calorie Estimation. 2023, 00: 1-4. DOI: 10.1109/bhi58575.2023.10313421.Peer-Reviewed Original ResearchImage dataNormalized root mean squared errorCalorie estimationLate fusion approachAttention-based transformersFood image dataVision TransformerImage informationFusion approachJoint embeddingRoot mean squared errorAverage normalized root mean squared errorMean squared errorInterstitial glucose dataPeople's health conditionsDiet monitoringHealth conditionsSquared errorType 2 diabetesCGM dataInformationBlood glucoseMeal intakeFood photographsAccurate estimationModeling the effect of non-exercise activity on peak post-prandial glucose in diabetes
Do E, Das A, Glanz N, Bevier W, Santiago R, Kerr D, Gutierrez-Osuna R, Mortazavi B. Modeling the effect of non-exercise activity on peak post-prandial glucose in diabetes. 2023, 00: 1-4. DOI: 10.1109/bsn58485.2023.10331072.Peer-Reviewed Original ResearchNon-exercise activity thermogenesisPost-prandial glucosePeak glucoseNon-exercise activityGlucose surgesPostprandial glucoseBlood glucoseGlucose excursionsPostprandial exerciseActivity thermogenesisClinical relevanceFree-living environmentGlucose reductionModerate intensityActivity intensityDiabetesEffects modelGlucoseExerciseGreater attenuationMinutesMealDuration