Autonomous Driving on Longest6 36 routes 1.0
0.733DSBasic BEV Agent
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Basic BEV AgentPrivileged Agent=true, History and Desired Path=true, Agent Forecast=true, Entity Attention=true2023.06 | 0.733 | 0.8744 | 0.83 | 0.05 | 0.11 | 0 | 0.02 | 0 | 0 | 0.02 | 0.12 | |
| Rule-based ExpertPrivileged Agent=true2023.06 | 0.7196 | 0.7746 | 0.91 | 0.01 | 0.06 | 0 | 0 | 0 | 0 | 0.03 | 0.41 | |
| Basic BEV AgentPrivileged Agent=true, History and Desired Path=true, Agent Forecast=true2023.06 | 0.6573 | 0.835 | 0.79 | 0.01 | 0.21 | 0 | 0.02 | 0 | 0 | 0.01 | 0.28 | |
| RL Expert (Roach)Privileged Agent=true2023.06 | 0.6014 | 0.8583 | 0.69 | 0.06 | 0.22 | 0 | 0.01 | 0 | 0 | 0.04 | 0.07 | |
| CaTRGB=true, LIDAR=false2023.06 | 0.5836 | 0.7879 | 0.77 | 0.01 | 0.2 | 0.02 | 0.05 | 0.11 | 0.15 | 0 | 0.04 | |
| CaTRGB=true, LIDAR=false, Coaching=false2023.06 | 0.5555 | 0.8197 | 0.68 | 0.02 | 0.3 | 0.05 | 0.07 | 0.06 | 0 | 0.02 | 0.35 | |
| Basic BEV AgentPrivileged Agent=true, History and Desired Path=true2023.06 | 0.5281 | 0.7934 | 0.71 | 0.02 | 0.3 | 0.09 | 0 | 0.27 | 0.11 | 0.02 | 0.53 | |
| CaTRGB=true, LIDAR=false, Coaching=false, Safety Hints (SH)=false2023.06 | 0.4969 | 0.811 | 0.64 | 0.01 | 0.78 | 0.03 | 0.08 | 0.2 | 0 | 0.02 | 0.51 | |
| LAVRGB=true, LIDAR=true2023.06 | 0.4841 | 0.8071 | 0.6 | 0 | 0.5 | 0.19 | 0.07 | 0.2 | 0.07 | 0.01 | 0.29 | |
| TransFuserRGB=true, LIDAR=true2023.06 | 0.462 | 0.8361 | 0.57 | 0.04 | 0.29 | 0.28 | 0.05 | 0.01 | 0.07 | 0 | 0.32 | |
| CaTRGB=true, LIDAR=false, Coaching=false, Feature Distillation (FD)=false, Safety Hints (SH)=false2023.06 | 0.441 | 0.6584 | 0.72 | 0.01 | 0.26 | 0.05 | 0.18 | 0 | 0.3 | 0 | 0.66 | |
| TCP*RGB=true, LIDAR=false2023.06 | 0.4286 | 0.6183 | 0.71 | 0.01 | 0.71 | 0.42 | 0.21 | 0.11 | 0.04 | 0.01 | 0.75 | |
| CaTRGB=true, LIDAR=false, Alignment=false, Coaching=false2023.06 | 0.4064 | 0.6245 | 0.67 | 0.02 | 1.07 | 0.33 | 0.15 | 0.84 | 0 | 0.02 | 1.11 | |
| CaTRGB=true, LIDAR=false, Alignment=false, Coaching=false, Feature Distillation (FD)=false2023.06 | 0.3948 | 0.6096 | 0.68 | 0.03 | 1.29 | 0.2 | 0.08 | 0.14 | 0.38 | 0.02 | 1.49 | |
| NEATRGB=true, LIDAR=false2023.06 | 0.2408 | 0.5994 | 0.49 | 0.01 | 0.38 | 0.18 | 0.89 | 0 | 0.08 | 0.02 | 2.83 | |
| Basic BEV AgentPrivileged Agent=true2023.06 | 0.2408 | 0.7336 | 0.31 | 0.01 | 1.45 | 2.45 | 0.15 | 0.11 | 0 | 0.01 | 0.24 | |
| WORRGB=true, LIDAR=false2023.06 | 0.1736 | 0.4346 | 0.54 | 0.05 | 0.64 | 0.15 | 0.54 | 0.84 | 0.23 | 0.04 | 0.45 |