TABLE IV. Detection Accuracy for Our RBC Polygon and Point Sets for Different Tiling Strategies Using Faster R-CNN [51].
Method Evaluation Metrics | F1-Measure | Precision | Recall |
---|---|---|---|
Polygon set (33 patients /165 images) | |||
Full image | |||
Non-overlapping tiles | |||
Overlapping-tiles | |||
Overlapping-tiles + NMS | |||
RBCNet (U-Net + Faster R-CNN) | |||
Point set (160 patients/ 800 images) | |||
Full image | |||
Non-overlapping tiles | |||
Overlapping-tiles | |||
Overlapping-tiles + NMS | |||
RBCNet (U-Net + Faster R-CNN) |