Enhance-YOLOv8: a robust small-object detection framework for complex agricultural pest scenarios
This work proposes Enhance-YOLOv8, which replaces YOLOv8's Cross Stage Partial with 2 convolutions (C2f) backbone module with Enhance Adaptive Fine-grained Channel Attention (Enhance_AFCA), which integrates hierarchical multi-scale feature extraction and adaptive edge enhancement to address edge information loss and in...