An aerial view of a busy city intersection with multiple roads converging at a central point. Vehicles are visible traveling in different directions, and there are sidewalks lined with buildings and green areas, which include manicured lawns and decorative landscaping.
An aerial view of a busy city intersection with multiple roads converging at a central point. Vehicles are visible traveling in different directions, and there are sidewalks lined with buildings and green areas, which include manicured lawns and decorative landscaping.
Aerial view of a multi-lane roundabout intersection featuring several crosswalks with bold yellow and white stripes. Surrounding the intersection are patches of green grass and trees, along with some paved pathways. Traffic signs are visible along the roads, and the entire area is well-marked with road lines and arrows.
Aerial view of a multi-lane roundabout intersection featuring several crosswalks with bold yellow and white stripes. Surrounding the intersection are patches of green grass and trees, along with some paved pathways. Traffic signs are visible along the roads, and the entire area is well-marked with road lines and arrows.
Data Collection

Gather comprehensive multimodal datasets to analyze and resolve target conflicts effectively in real-time.

Framework Development

Create a quantitative framework that integrates our fine-tuned model for real-world applications and assessments.

A busy urban intersection with multiple lanes marked by yellow grid lines and traffic movement. Buses and cars are navigating the area, surrounded by construction zones with red and white barriers. The construction site features visible dirt and machinery, while roads are marked with directional arrows and bilingual text.
A busy urban intersection with multiple lanes marked by yellow grid lines and traffic movement. Buses and cars are navigating the area, surrounded by construction zones with red and white barriers. The construction site features visible dirt and machinery, while roads are marked with directional arrows and bilingual text.

Multimodal conflict analysis

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A busy urban intersection with cyclists, motorcycles, and cars. Pedestrians walk along the sidewalk lined with trees, and a multi-story building with a cafe is in the background. Traffic lights are visible, with some indicating red and others green.
A busy urban intersection with cyclists, motorcycles, and cars. Pedestrians walk along the sidewalk lined with trees, and a multi-story building with a cafe is in the background. Traffic lights are visible, with some indicating red and others green.

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Optimizing conflict resolution through multimodal data analysis.

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