Fig 1.
YOLOv8-CGS network structure diagram.
Fig 2.
YOLOv8 network structure diagram.
Fig 3.
GAM network structure diagram.
Fig 4.
CBAM network structure diagram.
Table 1.
Experiment environment.
Table 2.
Dataset split for SHD and SHWD.
Table 3.
Model parameter settings.
Fig 5.
The performance of the YOLOv8-CGS model.
Table 4.
Evaluative analysis of various methodologies applied to SHD and SHWD datasets.
Fig 6.
Comparison of different methods on SHD and SHWD datasets.
Table 5.
Model parameters and complexity for SHD and SHWD datasets.
Fig 7.
Model parameters and computational complexity for SHD and SHWD datasets.
Table 6.
Results of ablation studies on SHD and SHWD datasets.