Fig. 2
From: DualSight: multi-stage instance segmentation framework for improved precision

Visualizing performance of three distinct computer vision techniques for particle segmentation. (A), (D) and (G) (left column) highlight YOLOv8’s poor segmentation on the perimeter of particles. (B), (E), and (H) (center column) highlight SAM’s sensitivity to shadows and satellites, incorrectly segmenting single particles as multiple. (C), (F), and (I) (right column) highlight our approach, DualSight, with improved perimeter segmentation accuracy of YOLOv8 outputs and reduced sensitivity to shadows and satellites compared to SAM.