MyDi application: towards automatic activity annotation of young patients with Type 1 diabetes

被引:0
|
作者
Migliorelli, Lucia [1 ]
Moccia, Sara [1 ]
Avellino, Ismaela [1 ]
Fiorentino, Maria Chiara [1 ]
Frontoni, Emanuele [1 ]
机构
[1] Univ Politecn Marche, Dept Informat Engn, I-60131 Ancona, Italy
来源
2019 IEEE 23RD INTERNATIONAL SYMPOSIUM ON CONSUMER TECHNOLOGIES (ISCT) | 2019年
关键词
Type I Diabetes Mellitus; activity recognition; automatic activity annotation; picture analysis; deep learning;
D O I
10.1109/isce.2019.8901017
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Type I diabetes mellitus (T1DM) is a widespread metabolic disorder characterized by pancreatic insufficiency. People with T1DM require: a lifelong insulin injection, to constantly monitor glycemia and to take note of their activities. This continuous follow-up, especially at a very young age, may be challenging. Adolescents with T1DM may develop anxiety symptoms and depression which can lead to the loss of glycemic control. An assistive technology that automatizes the activity monitoring process could support these young patient in managing T1DM. The aim of this work is to present the MyDi framework which integrates a smart glycemic diary (for Android users), to automatically record and store patient's activity via pictures and a deep-learning (DL)-based technology able to classify the activity performed by the patients (i.e., meal and sport) via picture analysis. The proposed approach was tested on two different datasets, the Insta-Dataset with 3498 pictures (also used for training and validating the DL model) and the MyDi-Dataset with 126 pictures, achieving very encouraging results in both cases (Prec(i)= 1.0, Rec(i) = 1.0, f1(i) = 1.0 with i is an element of C: [meal, sport]) prompting the possibility of translating this application in the T1DM monitoring process.
引用
收藏
页码:220 / 224
页数:5
相关论文
共 50 条
  • [21] Modulation by blood glucose levels of activity and concentration of paraoxonase in young patients with type 1 diabetes mellitus
    Kordonouri, O
    James, RW
    Bennetts, B
    Chan, A
    Kao, YL
    Danne, T
    Silink, M
    Donaghue, K
    METABOLISM-CLINICAL AND EXPERIMENTAL, 2001, 50 (06): : 657 - 660
  • [22] Urinary heparanase activity in patients with Type 1 and Type 2 diabetes
    Rops, Angelique L. W. M. M.
    van den Hoven, Mabel J.
    Veldman, Bart A.
    Salemink, Simone
    Vervoort, Gerald
    Elving, Lammy D.
    Aten, Jan
    Wetzels, Jack F.
    van der Vlag, Johan
    Berden, Jo H. M.
    NEPHROLOGY DIALYSIS TRANSPLANTATION, 2012, 27 (07) : 2853 - 2861
  • [23] Towards the automatic data annotation for human activity recognition based on wearables and BLE beacons
    Demrozi, Florenc
    Jereghi, Marin
    Pravadelli, Graziano
    2021 8TH IEEE INTERNATIONAL SYMPOSIUM ON INERTIAL SENSORS AND SYSTEMS (INERTIAL 2021), 2021,
  • [24] Onset of type 1 diabetes mellitus in two patients with maturity onset diabetes of the young
    Maltoni, Giulio
    Zucchini, Stefano
    Scipione, Mirella
    Mantovani, Vilma
    Salardi, Silvana
    Cicognani, Alessandro
    PEDIATRIC DIABETES, 2012, 13 (02) : 208 - 212
  • [25] Attitudes of Patients with Type 1 Diabetes Towards Hypoglycaemia and Safe Driving
    Bradley, C.
    IRISH JOURNAL OF MEDICAL SCIENCE, 2016, 185 : S231 - S231
  • [26] Attitudes towards Insulin Pump Therapy in Patients with Type 1 Diabetes
    Murphy, D.
    Tuthill, A.
    IRISH JOURNAL OF MEDICAL SCIENCE, 2017, 186 : S361 - S362
  • [27] Young Adults with Type 1 Diabetes
    Mathias, Priyanka
    Corathers, Sarah D.
    Carreon, Samantha A.
    Hilliard, Marisa E.
    Papadakis, Jaclyn L.
    Weissberg-Benchell, Jill
    Raymond, Jennifer K.
    Pyatak, Elizabeth A.
    Agarwal, Shivani
    ENDOCRINOLOGY AND METABOLISM CLINICS OF NORTH AMERICA, 2024, 53 (01) : 39 - 52
  • [28] Type 1 Diabetes in Young Adulthood
    Monaghan, Maureen
    Helgeson, Vicki
    Wiebe, Deborah
    CURRENT DIABETES REVIEWS, 2015, 11 (04) : 239 - 250
  • [29] Retinopathy screening in patients with type 1 diabetes diagnosed at a young age
    Minuto, N.
    Emmanuele, V.
    Vannati, M.
    Fratangeli, N.
    Panarello, S.
    Pistorio, A.
    Lorini, R.
    d'Annunzio, G.
    DIABETOLOGIA, 2009, 52 : S438 - S439
  • [30] Urinary oxidative stress markers in young patients with type 1 diabetes
    Hata, I
    Kaji, M
    Hirano, S
    Shigematsu, Y
    Tsukahara, H
    Mayumi, M
    PEDIATRICS INTERNATIONAL, 2006, 48 (01) : 58 - 61