EDDSN-MRT: multiple rodent tracking based on ear detection and dual siamese network for rodent social behavior analysis

Table 4 Results of the ablation study to verify the effectiveness of each EDDSN-MRT component

Method	ICR	ID	¹P value
TBD + IEDN + DSN	86.77%	16,000	P < 0.0001
EBD + EDN + DSN	98.20%	16,000	P < 0.0001
EBD + IEDN + SSN	67.40%	16,000	P < 0.0001
EBD + IEDN + DSN	99.58%(P < 0.0001)	16,000	–

¹The P value is obtained by comparing the ICR of each other method and the EDB + IEDN + DSN method
EBD, Ear Based Detection method; EDN, Ear Detection Network(original); DSN,Dual-Siamese Network; ICR,ID Correct Rate; IEDN,Improved Ear Detection Network; TBD,Torso Based Detection method; SSN, Single-Siamese Network

ISSN: 1471-2202