Table 4 Results of the ablation study.

From: A lightweight end to end traffic congestion detection framework using HRTNet on the Qinghai Tibet plateau

Model Configuration

APval

\({\text{AP}}_{50}^{val}\)

\({\text{AP}}_{75}^{val}\)

\({\text{AP}}_{S}^{val}\)

\({\text{AP}}_{M}^{val}\)

\({\text{AP}}_{L}^{val}\)

Baseline (RT-DETR-R18)

41.3

57.2

45.1

10.4

19.6

50.7

Baseline + MSD

46.0

62.3

50.0

18.3

24.8

54.5

Baseline + MEGA

44.5

60.2

48.2

14.5

22.7

53.3

Baseline + MSD + MEGA

50.5

65.7

54.8

22.0

29.4

58.6