Mehdi Astaraki
- Department of Clinical Science, Intervention and Technology
- Division of Radiology
About me
Mehdi Astaraki is a postdoctoral researcher at the Division of Medical Radiation Physics at SU with a passion for applying deep learning (DL) and machine learning (ML) methods to cancer imaging analysis. He aims to develop imaging biomarkers for diagnosis, prognosis, and prediction of cancer stages, cancer development, treatment efficacy, and radiation treatment planning. He earned both his bachelor's and master's degrees in Bio探花精选 Engineering. In September 2022, he earned his Ph.D. degree from the joint program between the Division of Bio探花精选 Imaging at KTH and the Division of Medical Radiation Physics at KI.
Research
Mehdi's research interests are primarily focused on the development, evaluation, validation, and deployment of DL and ML models for the diagnosis, prognosis, and treatment planning of different types of cancer including brain tumors, lung tumors, bone metastases, head&neck cancers, and lymph nodes involvement in radiological and molecular imaging such as MRI, CT, and PET. Methodologically, he is interested in supervised learning, representation learning, active learning, and federated learning techniques.
Teaching
- Mehdi has been teaching in several courses including signal and system analysis, signal processing, 探花精选 image processing and analysis, and deep learning for 探花精选 image analysis.
Articles
- Journal article: RADIOTHERAPY AND ONCOLOGY. 2024;194:s5019-s5022Astaraki M; H盲ger W; Lazzeroni M; Toma-Dasu I
- Journal article: RADIOTHERAPY AND ONCOLOGY. 2024;194:s5120-s5122H盲ger W; Lazzeroni M; Astaraki M; Toma-Dasu I
- Article: PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS. 2023;113:102669Hager W; Toma-Dasu I; Astaraki M; Lazzeroni M
- Journal article: RADIOTHERAPY AND ONCOLOGY. 2023;182:s653-s654H盲ger W; Lazzeroni M; Astaraki M; Toma-Dasu I; H盲ger W
- Journal article: PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS. 2022;104:s121H盲ger W; Toma-Dasu I; Lazzeroni M; Astaraki M
- Article: ADVANCES IN RADIATION ONCOLOGY. 2022;7(5):100987Hager W; Lazzeroni M; Astaraki M; Toma-Dasu L
- Article: MEDICAL IMAGE ANALYSIS. 2022;80:102491Astaraki M; Smedby O; Wang C
- Journal article: RADIOTHERAPY AND ONCOLOGY. 2022;170:s290-s291H盲ger W; Toma-Dasu I; Lazzeroni M; Astaraki M
- Article: FRONTIERS IN ONCOLOGY. 2022;12:870457Sinzinger F; Astaraki M; Smedby O; Moreno R
- Article: FRONTIERS IN ONCOLOGY. 2021;11:737368Astaraki M; Yang G; Zakko Y; Toma-Dasu I; Smedby O; Wang C
- Journal article: RADIOTHERAPY AND ONCOLOGY. 2021;161:s1520-s1522H盲ger W; Lazzeroni M; Astaraki M; Toma-Dasu I
- Article: PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS. 2021;83:146-153Astaraki M; Zakko Y; Dasu IT; Smedby O; Wang C
- Journal article: RADIOTHERAPY AND ONCOLOGY. 2020;152:s843-s844H盲ger W; Lazzeroni M; Astaraki M; Toma-Dasu I
- Article: PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS. 2019;60:58-65Astaraki M; Wang C; Buizza G; Toma-Dasu I; Lazzeroni M; Smedby O
- Journal article: PHYSICS AND IMAGING IN RADIATION ONCOLOGY. 2018;5:52-57Astaraki M; Severgnini M; Milan V; Schiattarella A; Ciriello F; de Denaro M; Beorchia A; Aslian H
- Article: INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS. 2013;87(1):195-201Aslian H; Sadeghi M; Mahdavi SR; Mofrad FB; Astarakee M; Khaledi N; Fadavi P
- Article: BIOMEDICAL ENGINEERING ONLINE. 2013;12:73Hamedi M; Salleh S-H; Astaraki M; Noor AM
All other publications
- Conference publication: RADIOTHERAPY AND ONCOLOGY. 2023;182:S653-S654Hager W; Lazzeroni M; Astaraki M; Toma-Dasu I; Hager W
- Preprint: 2022Bendazzoli S; Astaraki M
- Doctoral thesis: 2022Astaraki M
- Conference publication: NUKLEARMEDIZIN-NUCLEAR MEDICINE. 2022;61(02):164Astaraki M; De Benetti F; Toma-Dasu I; Smedby 脰; Wang C; Navab N; Wendler T
- Conference publication: RADIOTHERAPY AND ONCOLOGY. 2021;161:S1520-S1522Hager W; Lazzeroni M; Astaraki M; Toma-Dasu I
- Preprint: ARXIV. 2020Bendazzoli S; Brusini I; Astaraki M; Persson M; Yu J; Connolly B; Nyr茅n S; Strand F; Smedby 脰; Wang C
- Conference publication: RADIOTHERAPY AND ONCOLOGY. 2020;152:S843-S844Hager W; Lazzeroni M; Astaraki M; Toma-Dasu I
- Book chapter: LECTURE NOTES IN COMPUTER SCIENCE. 2020;p. 316-323Astaraki M; Wang C; Carrizo G; Toma-Dasu I; Smedby O
- Conference publication: RADIOTHERAPY AND ONCOLOGY. 2019;133:S208-S209Astaraki M; Wang C; Buizza G; Toma-Dasu I; Lazzeroni M; Smedby O
- Book chapter: LECTURE NOTES IN COMPUTER SCIENCE. 2019;p. 249-256Astaraki M; Toma-Dasu I; Smedby O; Wang C
Employments
- Research Specialist, Department of Clinical Science, Intervention and Technology, 探花精选, 2025-2026
- Affiliated to Research, Department of Oncology-Pathology, 探花精选, 2023-2025
Degrees and Education
- Doctor Of Philosophy, 探花精选, 2022