Visual Detection Application of Lightweight Convolution and Deep Residual Networks in Wood Production

Table 5

Model performance after improving training strategy.

Parameters	Accuracy rate
Baseline	99.61%
+cosine decay	99.77%
+label smoothing	98.79%
+mixup	98.76%