Multimodal Deep Learning for Noninvasive Pulmonary Hypertension Diagnosis from Magnetic Resonance Imaging

2023/49/N/ST6/01841

Keywords

Descriptors

  • ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowania w przetwarzaniu sygnałów (np. mowy, obrazów, filmów)
  • ST6_07: Sztuczna inteligencja, systemy inteligentne i wieloagentowe

Panel

ST6 – Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution

Sano - Centrum Zindywidualizowanej Medycyny Obliczeniowej - Międzynarodowa Fundacja Badawcza

Voivodeship: małopolskie

Other projects carried out by the institution »

Principal investigator (from the host institution)

Michał Kazimierz Grzeszczyk

Number of co-investigators in the project: 2

Call

PRELUDIUM 22 – announced on 2023-03-16

Amount awarded
170 160 PLN
Project start date
2024-01-17
Project end date
2027-01-16
Project duration
36 months (the same as in the proposal)
Project status
Pending project

Project description

Download the project description in a pdf file

Note — project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

Articles in post-conference publications (4)

  1. GEPAR3D: Geometry Prior-Assisted Learning for 3D Tooth Segmentation

    Authors:
    Michal K. Grzeszczyk, Tomasz Szczepański, Pawel Renc, Siyeop Yoon, Jerome Charton, Tomasz Trzciński, Arkadiusz Sitek
    Conference:
    Medical Image Computing and Computer Assisted Intervention – MICCAI 2025. MICCAI 2025. Lecture Notes in Computer Science, vol 15973 (year: 2025, volume: Medical Image Computing and Computer Assisted Intervention – MICCAI 2025, pages: 218–228), Publisher: Springer, Cham
    Date:
    conference 23-27.09.2025
    Status:
    Published
    DOI:
    10.1007/978-3-032-04937-7_21 – link to the publication
  2. RegScore: Scoring Systems for Regression Tasks

    Authors:
    Michal K. Grzeszczyk, Tomasz Szczepański, Pawel Renc, Siyeop Yoon, Jerome Charton, Tomasz Trzciński, Arkadiusz Sitek
    Conference:
    Medical Image Computing and Computer Assisted Intervention – MICCAI 2025 (year: 2025, volume: 28th INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION, pages: 518–528), Publisher: Springer, Cham
    Date:
    conference 45923
    Status:
    Published
    DOI:
    10.1007/978-3-032-05185-1_50 – link to the publication
  3. TabMixer: Noninvasive Estimation of the Mean Pulmonary Artery Pressure via Imaging and Tabular Data Mixing

    Authors:
    Michal K. Grzeszczyk, Przemysław Korzeniowski, Samer Alabed, Andrew J. Swift, Tomasz Trzciński, and Arkadiusz Sitek
    Conference:
    Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 (year: 2024, volume: 27th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2024, pages: 670-680), Publisher: Springer, Cham
    Date:
    conference 6-8.10.2024
    Status:
    Published
    DOI:
    10.1007/978-3-031-72086-4_63 – link to the publication
  4. Let Me DeCode You: Decoder Conditioning with Tabular Data

    Authors:
    Tomasz Szczepański, Michal K. Grzeszczyk, Szymon Płotka, Arleta Adamowicz, Piotr Fudalej, Przemysław Korzeniowski, Tomasz Trzciński & Arkadiusz Sitek
    Conference:
    Medical Image Computing and Computer Assisted Intervention – MICCAI 2024 (year: 2024, volume: 27th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2024, pages: 228–238), Publisher: Springer, Cham
    Date:
    conference 6-8.10.2024
    Status:
    Published
    DOI:
    10.1007/978-3-031-72384-1_22 – link to the publication

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