Table 1.
Data partitions used to train, validate, and test ResNet18 to predict radiographic hip osteoarthritis (rHOA). Model-1 and Model-2 were trained with unprocessed and downsampled CHECK X-ray images, respectively. Model-3 and Model-4 were trained on a combination of the CT-AP and X-ray images where the X-ray images were similar to the ones used in Model-1 and Model-2, respectively. Model-5 was trained solely on the CT-AP images. The overall images are the total of Cohort Hip and Cohort Knee (CHECK) X-ray and CT-AP images
| Data partitions | CHECK | CT-AP | Combined | Overall (%) | |||
|---|---|---|---|---|---|---|---|
| Model-1 and Model-2 | Model-5 | Model-3 and Model-4 | |||||
| rHOA | no-rHOA | rHOA | no-rHOA | rHOA | no-rHOA | ||
| Training | 1093 | 2019 | 29 | 17 | 1122 | 2036 | 3158 (55%) |
| Validation | 597 | 1101 | 15 | 9 | 612 | 1110 | 1722 (30%) |
| Test | 298 | 551 | 15 | 9 | 313 | 560 | 873 (15%) |
| Total | 1988 | 3671 | 59 | 35 | 2047 | 3706 | 5753 (100%) |