Project Highlights

Develop multiple ADAS functionalities using camera technologies to enhance driver safety for cars, focusing on lane detection and vehicle detection. TMA provided services of development and full testing

About Client

Industry:Logistics & Transportation

Location:Japan

Client Needs

Client required development and integration of multiple ADAS functionalities using camera technologies to enhance driver safety, comfort, and convenience in their next-generation vehicles:

Lane Detection and Change Assist: Safe lane-changing decision support using camera-based lane detection.
Static/Moving Object Detection: Identification and tracking of pedestrians, vehicles, and obstacles.
Intelligent Parking Assistance: Autonomous parking control using visual object detection.
Traffic Light Alert: Real-time recognition of traffic light states with driver notifications.
Sign Panel Detection: Recognition of road signs for driver information and speed compliance.

These features needed to integrate seamlessly with the vehicle’s AV Navigation System for an intuitive and unified user experience.

Solutions

Provide software solution of vehicle’s cameras to address above required ADAS functions:

AI Camera Image Processing: Designed and optimized real-time computer vision algorithms capable of processing high-resolution camera feeds at low latency, ensuring immediate driver feedback.
Development of ADAS Functions Using Camera: Implemented detection, classification, and tracking modules for lane markings, traffic signs, and obstacles using OpenCV and custom deep learning models.
AV Navigation System Testing: Conducted functional, performance, and usability testing on the integrated AV navigation system to validate synchronization between navigation guidance and ADAS alerts.
System Optimization: Enhanced ECU embedded software for minimal CPU/GPU load, improving overall system responsiveness and reducing power consumption

Technologies

Software/Embedded RTOS for ECU
C/C++, Python, OpenCV
QT for Infotainment Display
Hardware/Embedded System
CSI Camera
Drone

Benefits

Achieved 95%+ accuracy in lane detection and sign recognition under diverse conditions.
Reduced false-positive object detections by 30% after algorithm optimization.
Integrated real-time ADAS alerts directly into the AV navigation display without degrading navigation performance.
Complied with automotive safety and performance standards

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Burundi(+257)

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Bermuda(+1 441)

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Bolivia(+591)

Brazil(+55)

Bahamas(+1 242)

Bhutan(+975)

Botswana(+267)

Belarus(+375)

Belize(+501)

Canada(+1)

Cocos (Keeling) Islands(+61)

Congo, Democratic Republic of the(+243)

Central African Republic(+236)

Congo(+242)

Switzerland(+41)

Cote d'Ivoire(+225)

Cook Islands(+682)

Chile(+56)

Cameroon(+237)

China(+86)

Colombia(+57)

Costa Rica(+506)

Cuba(+53)

Cape Verde(+238)

Curaçao(+599)

Christmas Island(+61)

Cyprus(+357)

Czech Republic(+420)

Germany(+49)

Djibouti(+253)

Denmark(+45)

Dominica(+1 767)

Dominican Republic(+1 809)

Algeria(+213)

Ecuador(+593)

Estonia(+372)

Egypt(+20)

Western Sahara(+212)

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Ethiopia(+251)

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Fiji(+679)

Falkland Islands(+500)

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Georgia(+995)

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Equatorial Guinea(+240)

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Guyana(+592)

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Haiti(+509)

Hungary(+36)

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India(+91)

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Iran(+98)

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Italy(+39)

Jersey(+44)

Jamaica(+1 876)

Jordan(+962)

Japan(+81)

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Kyrgyzstan(+996)

Cambodia(+855)

Kiribati(+686)

Comoros(+269)

Saint Kitts and Nevis(+1 869)

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Lane and Vehicle Detection