Table 1 The general information and distribution of all abnormalities in the CXR-AL14 dataset
Training dataset | Tuning dataset | CXR-AL14 dataset | |
---|---|---|---|
CXR images | 149,425 | 16,563 | 165,988 |
Abnormal CXRs | 92,620(61.984%) | 10,284(62.090%) | 102,904(61.995%) |
No finding CXRs | 56,805(38.016%) | 6,279(37.910%) | 63,084(38.005%) |
Patients | 130,478 | 14,490 | 144,968 |
Age (mean ± sd) | 53.44 ± 15.20 | 53.43 ± 15.25 | 53.44 ± 15.20 |
Gender (males, %) | 83,584(55.937%) | 9370(56.572%) | 92,954(56.000%) |
Atelectasis | 317(0.139%) | 41(0.162%) | 358(0.141%) |
Calcification | 30,020(13.140%) | 3334(13.134%) | 33,354(13.140%) |
Consolidation | 19,103(8.362%) | 2163(8.521%) | 21,266(8.378%) |
Effusion | 39,781(17.413%) | 4330(17.057%) | 44,111(17.377%) |
Emphysema | 21,240(9.297%) | 2350(9.257%) | 23,590(9.293%) |
Fibrosis | 15,043(6.585%) | 1644(6.476%) | 16,687(6.574%) |
Fracture | 11,422(5.000%) | 1210(4.767%) | 12,632(4.976%) |
Mass | 2701(1.182%) | 297(1.170%) | 2998(1.181%) |
Nodule | 41,438(18.138%) | 4539(17.881%) | 45,977(18.112%) |
Pleural thickening | 6570(2.876%) | 823(3.242%) | 7393(2.912%) |
Pneumatosis | 6229(2.727%) | 724(2.852%) | 6953(2.739%) |
Pneumothorax | 6350(2.779%) | 714(2.813%) | 7064(2.783%) |
Postoperative Metal | 17,845(7.811%) | 2084(8.210%) | 19,929(7.851%) |
Venipuncture | 10,400(4.552%) | 1132(4.459%) | 11,532(4.543%) |
Total | 228,459 | 25,385 | 253,844 |