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. 2025 Jul 2;25(13):4129. doi: 10.3390/s25134129
YOLO You Only Look Once
YOLOv8 You Only Look Once version 8
SVM Support Vector Machines
KNN K-Nearest Neighbor algorithms
CNN Convolutional Neural Network
SSD Single Shot Multibox Detector
YOLO-SSM YOLOv8 incorporating SSPDConv, ESPPFCSPC, and MPDIoU
ESPPFCSPC Enhanced Spatial Pyramid Pooling Fast with Cross Stage Partial connection
C2f Cross Stage Partial 2 with Focus
FPN Feature Pyramid Network
PANet Path Aggregation Network
SimAM A Simple, Parameter-Free Attention Module
SPPF Spatial Pyramid Pooling Fast
Conv Convolution
SPD space-to-depth
CSP Cross Stage Partial
CIoU Complete Intersection over Union
MPDIoU Multi-Point Distance Intersection over Union
CABI Centre for Agriculture and Biosciences International
SGD Stochastic Gradient Descent
mAP Mean Average Precision
GFLOPs Giga Floating-point Operations Per Second
Grad-CAM Gradient-weighted Class Activation Mapping