Pathology Detection on NIH ChestX-ray 8 (test)
10.89mAP (IoU@10-70)Loc-ADPD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Loc-ADPDSupervision Box=Anatomy (An), Supervision Class=Anatomy-level pathology (An-Pa)2023.09 | 10.89 | 19.99 | 85 | 12.43 | 84 | 8.72 | 83 | |
| Loc-ADPD w/ MILSupervision Box=Anatomy (An), Supervision Class=Anatomy-level pathology (An-Pa), MIL=true2023.09 | 10.29 | 19.16 | 84 | 10.95 | 83 | 8 | 82 | |
| Loc-ADPD w/o WBFSupervision Box=Anatomy (An), Supervision Class=Anatomy-level pathology (An-Pa), WBF=false2023.09 | 8.88 | 17.02 | 84 | 9.65 | 83 | 7.36 | 83 | |
| MIL-ADPDSupervision Box=Anatomy (An), Supervision Class=Pathology (Pa)2023.09 | 7.84 | 14.01 | 68 | 8.85 | 65 | 7.03 | 65 | |
| Faster R-CNNSupervision Box=Pathology (Pa)2023.09 | 7.36 | 9.11 | 79 | 7.62 | 79 | 7.26 | 78 | |
| CheXNetSupervision Class=Pathology (Pa)2023.09 | 5.8 | 12.87 | 58 | 8.23 | 55 | 3.12 | 52 | |
| STLSupervision Class=Pathology (Pa)2023.09 | 5.61 | 12.76 | 57 | 7.94 | 54 | 2.45 | 50 | |
| CXRSupervision Class=Pathology (Pa)2023.09 | 5.61 | 13.91 | 59 | 8.01 | 55 | 1.24 | 51 | |
| MIL-ADPD w/o WBFSupervision Box=Anatomy (An), Supervision Class=Pathology (Pa), WBF=false2023.09 | 5.42 | 11.05 | 67 | 7.97 | 65 | 3.44 | 64 | |
| AGXNetSupervision Class=Anatomy-level pathology (An-Pa)2023.09 | 5.3 | 11.39 | 59 | 6.58 | 56 | 4.14 | 54 | |
| MultiMapSupervision Class=Pathology (Pa)2023.09 | 4.91 | 12.36 | 61 | 7.13 | 57 | 1.35 | 53 | |
| WELDONSupervision Class=Pathology (Pa)2023.09 | 4.76 | 14.57 | 61 | 6.18 | 56 | 0.34 | 51 | |
| GradCAMSupervision Class=Pathology (Pa)2023.09 | 4.43 | 12.53 | 58 | 6.67 | 54 | 0.13 | 51 | |
| LSE ModelSupervision Class=Pathology (Pa)2023.09 | 3.77 | 14.49 | 61 | 2.62 | 56 | 0.42 | 54 |