Fig. 3: Visualization of the FM representations.

The ground-truth scene contains eight vials including six success cases and two failure cases with the fall-out status. The failure vial cases are highlighted in yellow dotted lines for clarity. The detection results and four FMs yielded by YOLOv3, DETR, SSD, YOLOv6, and DenseSSD are compared.