Fig. 4
From: Enhancing the YOLOv8 model for realtime object detection to ensure online platform safety

An analysis of the performance and parameters of various head setups. The YOLOv8m model, modified with 3 additional convolutional blocks, has been determined to be the most effective model with the mAP for both the normal-case and hard-case test datasets. (Scales are relative.)