CARLA Autonomous Driving Leaderboard

Autonomous-driving agent leaderboard in CARLA measuring driving score, route completion, and infraction penalties.

13rows
driving_scoreprimary metric
2026-05-27sampled

Metadata

Metrics

Agent blocked (lower is better), Collisions layout (lower is better), Collisions pedestrians (lower is better), Collisions vehicles (lower is better), Driving score, Infraction penalty, Min speed infractions (lower is better), Off-road infractions (lower is better), Red light infractions (lower is better), Route completion, Route deviations (lower is better), Route timeouts (lower is better), Scenario timeouts (lower is better), Stop sign infractions (lower is better), Yield emergency vehicle infractions (lower is better)

Latest Results

Rows are parsed from EvalAI's public API for the CARLA Autonomous Driving Challenge leaderboard tracks. Ranks are assigned within each phase by driving score.

Rank Subject Driving score Model Match Provenance Sampled
1 LRM 42.274775 Imported 2026-05-27
1 SDfusionNet 64.948034 Imported 2026-05-27
2 TCP reproduced (NFS) 58.562975 Imported 2026-05-27
3 LRM 42.092017 Imported 2026-05-27
1 Kyber-E2E 6.975326 Imported 2026-05-27
2 CarLLaVA (LLM4AD) 6.248049 Imported 2026-05-27
3 TF++ (Tuebingen_AI) 5.564134 Imported 2026-05-27
4 greatone 2.168272 Imported 2026-05-27
5 CaRINA modular 2023 (LRM) 1.139644 Imported 2026-05-27
1 CarLLaVA (LLM4AD) 6.865108 Imported 2026-05-27
2 TF++ (Tuebingen_AI) 5.182686 Imported 2026-05-27
3 CaRINA hybrid 2023 - CNN-Planner++ (LRM) 1.232485 Imported 2026-05-27
4 CARLA_Leaderboard 0.250002 Imported 2026-05-27