Table 4 Comparative analysis with deep learning using F-score Measure.

From: Key frame extraction based abnormal vehicle identification technique using statistical distribution analysis

Methods

Year

V1

(%)

V2 (%)

V3 (%)

V4

(%)

V5

(%)

Average F-score (%)

LCNN

2024

68.00

72.00

73.00

74.00

71.00

71.00

YOLOv8

2024

72.00

74.00

81.00

76.00

78.00

76.00

Proposed KFEAVI

89.00

90.00

92.00

96.00

95.00

92.00