Services & Project Examples

Innovation is in our DNA. But innovation doesn’t just happen by itself. Technological advancements are built upon principles and theories but must be usable by practitioners. As an applied research organization, Fraunhofer USA CMA focuses on how to make technology understandable and usable within the resource, workforce, and time constraints facing our customers.

Fraunhofer USA CMA serves our customers by researching their software problems and providing software services and solutions to solve them—solutions backed by research, by best practices, by expertise, by foundational knowledge, and by validation. Focus groups, studies, measurable data, processes, and tools—these are just some of the resources and offerings from our technology portfolio. In combination with these assets, our staff of seasoned professionals can offer services in:

Artificial Intelligence and Machine Learning

Software Systems Modeling and Simulation

Process Analytics

Project and Program Management

Software Development

Software Testing, Verification, and Validation

Consultation and Advisory Support

Learn more about how Fraunhofer USA CMA can help you evolve your software capabilities and shape your technology solutions.

AI Services

Welcome to Our AI Solutions Hub Discover how our advanced image processing technology enhances AI performance throughout its development lifecycle across three core services: Synthetic Image Creation , AI System Testing and Evaluation, and AI Model Performance Enhancement. Explore each service to understand its unique benefits and why we are the ideal partner for your AI needs.

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Synthetic Image Creation

Our Synthetic Image Creation service generates high-quality synthetic images to enrich your training datasets.

By using advanced techniques like Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs), we produce realistic images that closely mimic real-world data.

Benefits:
Increased Dataset Diversity: Ensure your AI models are trained on a wide range of scenarios, including uncommon and non-trivial cases.

Cost Efficiency: Save time and resources by reducing the need for extensive data collection and manual labeling.

Enhanced Model Accuracy: Improve the robustness and generalization of your AI models with comprehensive training data.

Why Choose Us: With extensive experience in synthetic data generation and a proven track record of success, we offer tailored solutions that meet your specific needs. Our technology ensures that your AI models are well-prepared for real-world applications.

AI System Testing and Evaluation

Our AI System Testing and Evaluation service rigorously assesses your Image Perception-based AI systems to identify weaknesses and areas for improvement. Using a combination of black-box testing, performance metrics analysis, and synthetic data that incorporates naturally occurring variations, we provide a thorough evaluation of your AI models.

Benefits:
Improved Reliability: Detect and address potential issues before deployment, ensuring your AI systems operate reliably in real-world conditions.

Risk Mitigation: Identify risks associated with AI model failures, allowing planning of appropriate mitigation strategies to ensure system robustness.

Comprehensive Insights: Gain detailed insights into the performance of your AI models, enabling informed decision-making for further development.

Why Choose Us: Our team of AI specialists and software engineers brings decades of experience in system testing and evaluation. We use state-of-the-art tools and methodologies to deliver unbiased and actionable results, ensuring your AI systems meet the highest standards of quality and performance.

AI Model Performance Enhancement

What It Is: Our AI Model Performance Enhancement service focuses on optimizing your AI models through fine-tuning, synthetic data augementation, and rigorous testing. We aim to boost the accuracy, robustness, and efficiency of your AI models.

Benefits:
Enhanced Accuracy: Achieve higher precision in your AI models through targeted optimization and fine-tuning.

Increased Robustness: Ensure your AI models can handle diverse and unforeseen scenarios with enriched training data.

Cost-Effective Solutions: Maximize model performance without the need for extensive retraining or new data collection.

Why Choose Us: With a strong background in AI optimization and a portfolio of successful projects, we provide customized solutions that enhance the performance of your AI models. Our commitment to excellence and innovation makes us the right fit for your AI enhancement needs.

Project Examples

AI Beam Project

AI Beam

Stabilizing Automated Vial Filling Process Project

Stabilizing automated vial filling

Organ Tracking

Workshops

Fraunhofer USA Center MidAtlantic CMA rapidly deploys data-driven algorithms and software systems into knowledge-intensive business applications, to make our clients more successful.

Large Language Model Workshops

Join us and experience our Rapid Innovation Workshops focused on AI tools and Large Language Models such as ChatGPT.

Rapid Innovation Workshops

Join our two-day Rapid Innovation Workshops, designed to generate innovative ideas for your organization and help improve upon your unique obstacles