Table 1 Medical imaging datasets that can be employed for testing optimization algorithms.
From: Comprehensive evaluation of optimization algorithms for medical image segmentation
Optimization algorithms | Definitions | Applications | Ref. |
|---|---|---|---|
ISIC | International Skin Imaging Collaboration Dataset | Digital skin imaging for skin cancer | |
BraTS | Brain Tumor Image Segmentation Dataset | Multimodal brain MRI scans | |
DDSM | Digital Database for Screening Mammography | Breast cancer screening | |
ACRIN-FMISO Dataset | The Cancer Imaging Archive | PET/CT images | |
CHUM | (Cardiac Atlas Project) Dataset | heart MRI and CT | |
DRIVE | Digital Retinal Images for Vessel Extraction Dataset | Retinal images for blood vessel segmentation | |
MICCAI | Multimodal Brain Tumor Image Segmentation Benchmark | Multimodal MRI scans for brain tumor segmentation | |
CIA | Cancer Imaging | Chest imaging/ COVID-19- positive population. | |
TCIA Dataset | Datasets of cancer imaging studies | PET scans | |
LIDC-IDRI | The Lung Image Database Consortium and Image Database Resource Initiative Dataset | lung CT images for the detection and diagnosis of lung nodules |
