Table 1.
Dataset name | Organ/modalities | Image size | No. classes | No. of cases | Tasks | Resources |
---|---|---|---|---|---|---|
LIDC-IDRI | Lung/CT | 3 | 1018 | Lung nodules | [114] | |
LUNA | Lung/CT | 1 | 888 | Lung nodules | [115] | |
DDSM | Breast/mammography | — | 3 | 2,500 | Breast mass | [116] |
DeepLesion | Diversity CT | — | 3+ | 4427 | Lung nodules, liver tumors, lymph nodes | [117] |
LiTS | Liver/CT | 2 | 131 | Liver, liver tumors | [118] | |
Brain tumor | Brain/MRI | 3 | 484 | Edema, tumor, necrosis | [119] | |
Heart | Heart/MRI | 1 | 20 | Left ventricle | [119] | |
Prostate | Prostate/MRI | 2 | 32 | Peripheral and transition zone | [119] | |
Pancreas | Pancreas/CT | 2 | 282 | Pancreas, pancreas cancer | [119] | |
Spleen | Spleen/CT | 1 | 41 | Spleen | [119] | |
Colon | Colon/CT | 1 | 126 | Colon cancer | [119] |