Pest detection in dynamic environments: an adaptive continual test-time domain adaptation strategy

Table 8 The performance of various methods in an environment that changes over time (mAP50)

\({\textbf {Time}} \hspace{6em} \overrightarrow{\phantom{LLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLLL}}\)
	BR	DA	GN	FO	RA	SN	SP	Avg
YOLOv9c	0.527	0.658	0.635	0.494	0.552	0.459	0.597	0.560
BN	0.516	0.563	0.595	0.453	0.436	0.397	0.454	0.488
PL	0.397	0.382	0.425	0.311	0.305	0.277	0.275	0.339
TENT	0.414	0.397	0.413	0.289	0.267	0.254	0.233	0.324
CoTTA	0.527	0.623	0.629	0.567	0.569	0.497	0.556	0.567
CDPD(Our)	0.534	0.627	0.646	0.562	0.628	0.567	0.663	0.604

ISSN: 1746-4811