Table 3 Diagnostic accuracy of for differentiating benign and malignant calcifications on spot magnification mammogram of in-house dataset
From: A YOLO-based AI system for classifying calcifications on spot magnification mammograms
| Â | AUC | Sen % | Spec % | Acc % | PPV % |
|---|---|---|---|---|---|
YOLOv4-baseline on single view | 0.766 (0.732–0.800) | 78.6 (74.9–82.3) | 70.4 (63.4–77.4) | 74.5 (71.2–77.8) | 77.1 (73.7–80.5) |
YOLO-AMDF on single view | 0.830 (0.810–0.850) | 78.7 (76.1–81.3) | 80.2 (77.9–82.5) | 79.4 (77.1–81.7) | 80.0 (77.8–82.2) |
Proposed AI system on single view | 0.867 (0.851–0.883) | 83.0 (80.2–85.8) | 81.0 (77.9–84.1) | 82.0 (79.8–84.2) | 82.3 (79.9–84.7) |
Proposed AI system on two views | 0.888 (0.868–0.908) | 88.4 (86.9–89.9) | 80.8 (77.6–84.0) | 84.6 (81.8–87.4) | 83.3 (80.8–85.8) |