Research Article

Adaptive Adjustment Object Detection Algorithm under Multiple Mechanisms Based on GAN

Table 1

Evaluation criteria in MOTChallenge.

MeasureBetterPerfectDescription

MOTAHigher100%Tracking accuracy: it is negatively correlated with the number of FN, FP, and IDs
MOTPHigher100%Tracking accuracy, matching of GT, and detected bbox overlap
IDF1Higher100%F1 introducing track ID
FPLower0The total number of FPs; false positives are false positives
FNLower0The total number of FNs; false negatives are also missed
IDsLower0Total number of ID changes
HzHigherInfProcessing speed, excluding the time consumption of the detector