Table 5. Diseases and technologies focused on each topic.
Topic | Label | Disease focus of topic | Technology focus of topic |
---|---|---|---|
1 | Denoising | Brain, chest | Low-dose CT image denoising |
2 | Compression | Multiple sclerosis | Lesion segmentation |
3 | Liver | Liver tumor | Lesion classification, organ segmentation |
4 | Tuberculosis | Chest tuberculosis | Disease detection, fast screening |
5 | Radiomics | Lung or rectal cancer | Treatment response assessment or prediction |
6 | Registration | Lung diseases | Image registration |
7 | Alzheimer’s disease | Alzheimer’s disease | Diagnosis, classification, prediction |
8 | Stroke | Stroke, brain | Lesion segmentation |
9 | Knee | Knee bone and cartilage | Automated segmentation |
10 | Pancreas | Pancreatic cancer | Diagnosis, segmentation, prediction |
11 | Prostate | Prostate tumor | Diagnosis, segmentation, prediction |
12 | Hemorrhage | Intracerebral hemorrhage | Automated diagnosis |
13 | PET | Brain, amyloid | Low-dose PET image reconstruction |
14 | Muscle | Muscle | Automated segmentation |
15 | Breast | Breast cancer | Diagnosis, segmentation, classification |
16 | Cortical | Cortical surface | Reconstruction, parcellation |
17 | Cardiac | Cardiac, left ventricle | Quantification, segmentation |
18 | COVID-19 | COVID-19 pneumonia | Diagnosis, prediction |
19 | Uncertainty | Tuberculosis, stroke | Uncertainty estimation, quantification |
20 | Retrieval | Brain, dermatoscopic | Image retrieval |
21 | Vessel | Coronary artery, carotid | Automatic characterization, image correction |
22 | Multi-modal | Brain tumor | Multi-modal medical image segmentation |
23 | Diabetes | Diabetic retinopathy | Localization, detection, classification |
24 | Dental | Dental caries | Diagnosis, age estimate, segmentation |
25 | Bone | Spine, femur | Automatic segmentation, bone age labeling |
26 | Brain | Gliomas brain tumor | Grades classification, grading, segmentation |
27 | Nodule | Lung nodule | Detection, classification, |
28 | Lymphatic | Lymph node metastasis | Prediction, pretreatment identification |
29 | Hypertension | Hypertension | Diagnosis, classification, prediction |
30 | Cervical | Cervical cancer | Segmentation, classification |
CT, computed tomography; PET, positron emission tomography; COVID-19, coronavirus disease 2019.