An aerial view of a street junction, featuring a yellow bus and several cars. The image shows roads marked with lanes, bike paths, and a variety of trees surrounding a courtyard. Buildings with rooftops can be seen lining the top left of the image, while shadows cast by trees and structures add a contrasting effect.

An aerial view of a street junction, featuring a yellow bus and several cars. The image shows roads marked with lanes, bike paths, and a variety of trees surrounding a courtyard. Buildings with rooftops can be seen lining the top left of the image, while shadows cast by trees and structures add a contrasting effect.

Design

Innovative solutions for urban driving scenarios and decision-making.

A bustling urban scene with various cars, including a sleek BMW and a Mercedes van, driving through a busy city street lined with towering buildings displaying illuminated advertisements. Crowds of people populate the sidewalks, contributing to the dynamic atmosphere of the city.

A bustling urban scene with various cars, including a sleek BMW and a Mercedes van, driving through a busy city street lined with towering buildings displaying illuminated advertisements. Crowds of people populate the sidewalks, contributing to the dynamic atmosphere of the city.

Multiple car interiors are visible, each showing different people engaged in various activities, including driving and handling objects. The scene appears dynamic and action-oriented.

Multiple car interiors are visible, each showing different people engaged in various activities, including driving and handling objects. The scene appears dynamic and action-oriented.

A view of the interior dashboard of a car with a small robot-like device positioned on top of the dashboard. The dashboard also features a touchscreen displaying various options. The environment is dimly lit, focusing on the dashboard area.

A view of the interior dashboard of a car with a small robot-like device positioned on top of the dashboard. The dashboard also features a touchscreen displaying various options. The environment is dimly lit, focusing on the dashboard area.

Urban Driving

Innovative solutions for autonomous driving decision-making in cities.

An aerial view of an urban setting with tall buildings and a street. The scene includes a white van parked near greenery, a red car parked on a dark surface, and two circular landscaped areas with trees. The ground features a combination of concrete and asphalt surfaces with various markings.

An aerial view of an urban setting with tall buildings and a street. The scene includes a white van parked near greenery, a red car parked on a dark surface, and two circular landscaped areas with trees. The ground features a combination of concrete and asphalt surfaces with various markings.

Data Collection

Gathering diverse urban driving scenarios for model training.

A dimly lit urban street with a view from above, showing a car with headlights on navigating an intersection beneath a concrete overpass. There are parked cars lining the street on both sides, with some visible in the shadows. The road appears well-marked, with lane lines and directional arrows indicating traffic flow.

A dimly lit urban street with a view from above, showing a car with headlights on navigating an intersection beneath a concrete overpass. There are parked cars lining the street on both sides, with some visible in the shadows. The road appears well-marked, with lane lines and directional arrows indicating traffic flow.

Model Fine-tuning

Adapting GPT-4 for complex driving situation responses.

A busy urban street scene with multiple cars moving through an intersection. The focus is on a dark gray SUV driving past storefronts with red awnings. Pedestrians are visible on the sidewalk, and the background is blurred, indicating motion. The street is well-lit with street lamps and building lights.

A busy urban street scene with multiple cars moving through an intersection. The focus is on a dark gray SUV driving past storefronts with red awnings. Pedestrians are visible on the sidewalk, and the background is blurred, indicating motion. The street is well-lit with street lamps and building lights.

A white car is driving along a dark road that is carved into the ground, surrounded by tall modern buildings. The scene is urban, with visible cranes in the background indicating construction activity. The sky is overcast, adding a muted tone to the cityscape.

A white car is driving along a dark road that is carved into the ground, surrounded by tall modern buildings. The scene is urban, with visible cranes in the background indicating construction activity. The sky is overcast, adding a muted tone to the cityscape.

Simulation Environment

High-fidelity simulations of urban road conditions for testing.

Performance Evaluation

Assessing model effectiveness in various driving scenarios.

Urban Driving Solutions

Expert design for urban driving, enhancing decision-making and adaptability in complex traffic scenarios.

Driving Scenario Dataset

We curate diverse datasets encompassing various urban environments to improve autonomous vehicle capabilities.

Model Fine-Tuning

Refining AI models to adeptly handle complex urban driving decisions through specialized training and evaluation.

Advanced Simulation Environment

Creating realistic simulations that replicate real-world urban driving conditions for effective testing and evaluation.

An urban street scene with several cars including a black SUV and a white sedan waiting at a traffic intersection. The background features modern buildings, including high-rises with blue glass windows. There is a yellow and black striped traffic barrier with a directional sign in the center. Streetlights and wires are visible above, and the overall environment suggests a busy city area.

An urban street scene with several cars including a black SUV and a white sedan waiting at a traffic intersection. The background features modern buildings, including high-rises with blue glass windows. There is a yellow and black striped traffic barrier with a directional sign in the center. Streetlights and wires are visible above, and the overall environment suggests a busy city area.

A red Audi car drives on a modern suspension bridge with tall skyscrapers in the background. The bridge features large cables and a clear road, while the cityscape includes several high-rise buildings and construction cranes. The sky is partly cloudy, adding to the urban atmosphere.

A red Audi car drives on a modern suspension bridge with tall skyscrapers in the background. The bridge features large cables and a clear road, while the cityscape includes several high-rise buildings and construction cranes. The sky is partly cloudy, adding to the urban atmosphere.