Atom Indonesia
Vol 51, No 2 (2025): AUGUST 2025

Development of a Vietnamese PET/CT Dataset for Machine Learning-Based Analysis of Non-Small Cell Lung Cancer Images

Tuan, H. Q. (Unknown)
Duong, T. T. (Unknown)
Ha, B. N. (Unknown)
Quyet, N. H. (Unknown)
Tinh, L. V. (Unknown)
Tuynh, C. V. (Unknown)
Nam, V. K. (Unknown)
Dao, L. T. Q. (Unknown)
Luong, C. V. (Unknown)
Linh, D. T. M. (Unknown)
Nhung, D. T. (Unknown)
Nguyen, N. D. (Unknown)
Trang, V. Q. (Unknown)



Article Info

Publish Date
21 Jul 2025

Abstract

Positron Emission Tomography and Computed Tomography (PET/CT), a key imaging modality in nuclear medicine, Combines Anatomical (CT) and functional (PET) data for cancer diagnosis. Despite advancements in machine learning for automated medical image analysis, publicly available PET/CT datasets remain scarce, limiting Artificial Intelligence (AI) research compared to CT and MRI. This study built a publicly accessible PET/CT Vietnamese dataset for Non-Small Cell Lung Cancer (NSCLC). A total of 416 PET/CT scans were collected from three Vietnamese hospitals, including 300 NSCLC cases. Malignant FDG-sensitive lesions, identified via clinical PET/CT reports, were manually segmented in 3D (slice-by-slice) on PET images and validated by three experienced radiologists. The dataset includes both original and annotated DICOM files, along with clinical patient data. It achieved a dice similarity coefficient of 80.3 % and volume similarity of 81.9 %, demonstrating high segmentation accuracy comparable to other studies. This dataset supports AI-driven NSCLC research and contributes to global efforts in automated PET/CT analysis for nuclear medicine applications.

Copyrights © 2025






Journal Info

Abbrev

aij

Publisher

Subject

Energy Physics

Description

Atom Indonesia is dedicated to publishing and disseminating the results of research and development in nuclear science and technology. The scope of this journal covers experimental and analytical research in nuclear science and technology. The topics include nuclear physics, reactor physics, ...