TABLE III: Performance evaluation in the (CoRL2017) Carla benchmark for Town02. The table shows average km driven between infractions per class (MP, IL, and RL are evaluated in Dosovitskiy et. al (2017)). The total number of km might differ. The best performing models are shown in Bold.
New Town New Town & New Weather
Infraction Type MP IL RL TGDG TEDE TEDG TGDE MP IL RL TGDG TEDE TEDG TGDE
Opposite lane ↑ 0.45 1.12 0.23 2.14 0.18 0.24 4.10 0.40 0.78 0.21 2.13 0.18 0.25 2.93
Sidewalk ↑ 0.46 0.76 0.43 0.40 10.24 9.80 0.11 0.43 0.81 0.48 0.39 6.64 9.80 0.10
Collision-static ↑ 0.44 0.40 0.23 2.52 2.16 2.18 0.55 0.45 0.28 0.25 3.55 1.53 3.27 0.79
Collision-vehicle ↑ 0.51 0.59 0.41 0.34 0.22 0.27 0.38 0.47 0.44 0.37 0.33 0.26 0.24 0.34
Collision-pedestrian ↑ 1.40 1.88 2.55 1.40 1.20 1.35 0.53 1.46 1.41 2.99 1.39 0.69 1.13 1.31