Table 3.
RSNA labels9 | ||
---|---|---|
Pneumonia-like | No pneumonia-like | |
opacity | opacity | |
NIH labels3: | ||
Pneumonia | 367 | 441 |
Consolidation/infiltration (not pneumonia) | 3,988 | 8551 |
Other diseases only | 1101 | 5567 |
No finding | 556 | 6113 |
NoisyCXR labels: | ||
Pneumonia-like opacity | 3956 | 1296 |
No pneumonia-like opacity | 2056 | 19,376 |
Total | 6012 | 20,672 |
The disagreements between two label sets are highlighted in bold font. Fields in italic indicate an unclear agreement between both sets of labels. NoisyCXR labels are collected from the original NIH labels where possible, and the remainder are uniformly sampled (10%) from the “Consolidation/infiltration” category to increase the noise rate further in the experiments.