Intelligent Maps, Powered by AI – Fueling the Future of Mobility & Autonomy.

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Intelligent Maps, Powered by AI – Fueling the Future of Mobility & Autonomy.

At Dynamic Map Platform Group (DMP Group), Artificial Intelligence is at the heart of our innovation, driving smarter map creation and powering the next generation of mobility. We leverage AI in two transformative ways: AI for Data, and Data for AI.

AI for Data: Smarter Map Creation.

Developing high-definition maps demands precision and efficiency. For nearly a decade, we’ve honed our map creation process utilizing AI and Machine Learning principles. While others face challenges in feature extraction, accuracy, and validation, DMP has turned these into strengths. Leveraging AI has been instrumental in automating significant portions of our mapping pipeline, leading to substantial improvements in both the efficiency and the overall quality of our HD maps. We’ve seamlessly integrated advanced AI techniques such as image classification, Convolutional Neural Networks (CNN), Kernel Density Estimation, Generative Adversarial Network (GAN), unsupervised segmentation & regression, expert systems, automatic graph analysis, and Hidden Markov Models (HMM) to:

  • Automated Extraction & Map Building: Radically streamlining geometry and attribute generation for faster map creation.(e.g. CNN Traffic Device Detection, Automatic Turn Maneuvers)
  • Quality Assurance & Validation: Implementing AI-driven checks to guarantee centimeter-level accuracy and consistent quality.
  • Change Detection & Management: Identifying and updating map changes efficiently, keeping your data current.
  • Smart Analytics: Deriving deeper, actionable insights from spatial data.
Figure 1: CNN based classifier for Traffic Device Detection
Figure 2: Graph Network Analysis for Generative Turn Maneuvers

The result? We’ve already reduced feature extraction costs using AI, delivering high-quality HD maps with unparalleled efficiency.

Data for AI: Fueling the Future of Mobility & Autonomy.

Our rich, meticulously crafted map data – refined over years of development – isn’t just for visualization. It serves as the essential, high-fidelity training data that powers ADAS and accelerates the development of fully autonomous vehicles. Our high-quality maps provide the critical spatial understanding needed to unlock the full potential of AI in mobility.

Partner with DMP Group to leverage intelligent maps that are driving the future of mobility and autonomy.

Author
Rajeev Joshi

Senior Director (Software Engineering), Dynamic Map Platform North America, Inc.

Rajeev Joshi

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