Qualitative Results (YOLOv8 + ResNet18)

Two clips illustrating validation performance vs generalization on an unseen test clip.

Validation clip (good example)

Overlay format: <class> <yolo_conf>; for players/goalkeepers: TEAM <Left/Right> <team_conf>.

Test clip (harder example)

Typical issues: lower confidence under motion/blur; occasional goalkeeper$\rightarrow$player confusion; less consistent team scores.