Robuscope

Introducing Robuscope, a cutting-edge application from the Fraunhofer Institute for Cognitive Systems (IKS) that empowers you to analyze the reliability of your artificial intelligence (AI) models effortlessly—at the push of a button.

• No Sensitive Data Required: Conduct assessments without the need for confidential or sensitive information.
• Actionable Insights: Gain clear, actionable results that inform your next steps.
• Comprehensive Evaluation: Assess model robustness and the quality of confidence estimations.

Your Benefits: Trustworthy, Explainable, and Robust AI

Robuscope is your self-service platform that answers the crucial question: "Can I trust my AI?" It not only evaluates the reliability of your models but also provides the insights necessary to optimize them for safety-critical applications.

Our in-depth reports, generated by Fraunhofer IKS, offer tailored recommendations to enhance your machine learning models for real-world use cases where safety is paramount.

• Evaluate Prediction Reliability: Measure the reliability of your classification model's predictions against specific robustness metrics.
• Offer Clear Interpretations: Deliver easy-to-understand insights into robustness evaluations.
• Provide Refactoring Recommendations: Suggest reliable strategies to refine your AI model for increased dependability.

Unlock the full potential of your AI with Robuscope, and confidently deploy your models in safety-critical environments.

Insight Background: Elevate Your AI Solutions with Certainty Measures

Introducing Robuscope, the innovative tool that integrates certainty measures into your AI solutions. By leveraging a variety of uncertainty and robustness metrics, Robuscope delivers comprehensive analyses and valuable insights designed to enhance the performance of your AI systems.

Gone are the days of the AI black box. With Robuscope, you gain clarity on where your models may be failing. Our platform provides thorough explanations of potential failure causes, empowering developers to create robust AI solutions with confidence.

At Fraunhofer IKS, we are committed to advancing research in trustworthy artificial intelligence, safety assurance, and resilient software systems. Robuscope is a direct outcome of this research, utilizing diverse robustness metrics to deliver actionable feedback on your AI algorithms. This enables developers and organizations to optimize their models effectively.

Unlock the potential of your AI with Robuscope, and transform uncertainty into reliability.

In depth information

• Benchmarking Uncertainty Estimation Methods for Deep Learning with Safety-Related Metrics
• Is Uncertainty Quantification in Deep Learning Sufficient for Out-of-Distribution Detection?
• Measuring Ensemble Diversity and its Effects on Model Robustness
• Beyond Test Accuracy: The Effects of Model Compression on CNNs
• Robuscope: Quick check for AI