Autonomous Defense Solutions

Enhancing safety and robustness in autonomous driving through advanced algorithmic strategies and verification standards.

Algorithm Design

Design adaptive defense algorithms utilizing adversarial training and multimodal fusion for enhanced perception systems.

Inside a car, a person is driving with a visible steering wheel and dashboard. The setting sun casts a warm glow through the windshield. In the foreground, a laptop on the backseat displays code on its screen, suggesting someone is programming or working on a project while traveling.
Inside a car, a person is driving with a visible steering wheel and dashboard. The setting sun casts a warm glow through the windshield. In the foreground, a laptop on the backseat displays code on its screen, suggesting someone is programming or working on a project while traveling.
Standard Development

Establish multi-level robustness verification standards covering model, data, and system levels for safety.

A sleek, gray safety car is positioned in the center of a race track, surrounded by people and various sports cars in the background. The scene takes place on a clear day with modern grandstands and safety barriers visible on either side of the track.
A sleek, gray safety car is positioned in the center of a race track, surrounded by people and various sports cars in the background. The scene takes place on a clear day with modern grandstands and safety barriers visible on either side of the track.

Autonomous Defense

Robust verification of autonomous driving perception systems for safety.

View from inside a car, specifically a Tesla, with the steering wheel prominently in the foreground. The windshield reveals a city landscape with tall skyscrapers and trees lining the street. The weather appears cloudy, and there are a few cars on the road.
View from inside a car, specifically a Tesla, with the steering wheel prominently in the foreground. The windshield reveals a city landscape with tall skyscrapers and trees lining the street. The weather appears cloudy, and there are a few cars on the road.
Algorithm Design

Adaptive defense algorithms for enhanced perception system robustness.

The image depicts the interior of a moving vehicle, showing the dashboard with a navigation screen displaying a map. A person wearing a blue jacket is holding the steering wheel. Outside the car, a rural road lined with trees is visible, suggesting a drive through a wooded area.
The image depicts the interior of a moving vehicle, showing the dashboard with a navigation screen displaying a map. A person wearing a blue jacket is holding the steering wheel. Outside the car, a rural road lined with trees is visible, suggesting a drive through a wooded area.
Standard Development

Multi-level robustness verification standards for autonomous systems.

A sleek white sports car speeds along an open road with blurred motion, suggesting high speed. The background features a scenic view with hills and partially cloudy skies. The driver is wearing a helmet, indicating a focus on safety and possibly a race setting.
A sleek white sports car speeds along an open road with blurred motion, suggesting high speed. The background features a scenic view with hills and partially cloudy skies. The driver is wearing a helmet, indicating a focus on safety and possibly a race setting.
The interior of a car showing the driver's view with the steering wheel and dashboard visible. A person’s hand is on the steering wheel. The in-car navigation system is active and displaying a map on the screen. There are trees and greenery visible through the windshield, indicating an outdoor, possibly scenic, environment.
The interior of a car showing the driver's view with the steering wheel and dashboard visible. A person’s hand is on the steering wheel. The in-car navigation system is active and displaying a map on the screen. There are trees and greenery visible through the windshield, indicating an outdoor, possibly scenic, environment.
Model Implementation

Defense algorithms integrated with GPT-4 fine-tuning process.

Experimental Validation

Testing defense module performance on real-world datasets.

Innovative Autonomous Driving Solutions

We specialize in adaptive defense algorithms for autonomous driving, ensuring safety and robustness through rigorous research and advanced implementation techniques.

A car interior with a navigation system screen displaying a route. The driver's hand is on the steering wheel. Through the windshield, a road bordered by trees and a metal guardrail is visible. The day is sunny with clear skies.
A car interior with a navigation system screen displaying a route. The driver's hand is on the steering wheel. Through the windshield, a road bordered by trees and a metal guardrail is visible. The day is sunny with clear skies.
A silver sedan is driving along a highway, with motion blur indicating speed. The car is in the left lane, and the background shows a concrete barrier, grass, and trees.
A silver sedan is driving along a highway, with motion blur indicating speed. The car is in the left lane, and the background shows a concrete barrier, grass, and trees.

Our Expertise in Algorithms

Our focus is on developing multi-level robustness verification standards and implementing effective defense algorithms to enhance autonomous driving perception systems.