使用Swin Transformer 作为Sw-Yolox检测器的neck 整个结构被设计为对swin变压器输出的特征层进行深度融合。为了提高小目标的检测精度,减少参数的数量,本文对尺度最大的两个特征层进行了融合。然后,我们遵循YoloX的路径聚合网络(Liu et al.,2018),在上采样和下采样之前添加了CBAM轻量级模块,它由两个独立的子模块组成:...
In this paper, a new improved algorithm YOLOv8 (YOLO-PBESW) for detecting indomethacin crystals with different morphologies is proposed. We enhanced its capability in detecting small targets through the integration of a high-resolution feature layer P2, and the adoption of a BiFPN structure. ...