TrafficGamer: Reliable and Flexible Traffic Simulation for Safety-Critical Scenarios with Game-Theoretic Oracles

Note: From bottom to top, the constraint is stronger; From left to right, the risk is higher.

Argoverse 2 Y-Junction Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Argoverse 2 Dense Intersection Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Argoverse 2 Roundabout Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Argoverse 2 Dual Intersection Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Argoverse 2 T-Junction Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Argoverse 2 Merge Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Waymo Motion Merge Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Waymo Motion Dual Intersection Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Waymo Motion T-Junction Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Waymo Motion Dense Intersection Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Waymo Motion Roundabout Scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Waymo Motion Y-Junction scenario

2D Visualization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7

3D Visualization (first-person perspective)

Generalization (third-person perspective)

GIF 3 GIF 2 GIF 1 GIF 6 GIF 5 GIF 4 GIF 9 GIF 8 GIF 7