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Autonomous vehicles: reliable perception in real time

Autonomous vehicles: reliable perception in real time

Real-world environments are unpredictable, dynamic, and difficult to control: changing weather, variable lighting, unexpected objects,
and complex human behaviors.

Real-world environments are unpredictable, dynamic, and difficult to control: changing weather, variable lighting, unexpected objects,
and complex human behaviors.

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the problem

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the problem

Autonomous vehicles rely on:

Real-time object detection and tracking

Semantic segmentation

Distance estimation

Obstacle classification

But:

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Models are mistaken in rare cases

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Actual conditions differ from the training data

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The system does not always know when it is wrong

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Models are mistaken in rare cases

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Actual conditions differ from the training data

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The system does not always know when it is wrong

Result

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Decisions made with a false sense of certainty

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Unexpected braking or lack of braking and poor obstacle detection

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Costly human supervision

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Decisions made with a false sense of certainty

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Unexpected braking or lack of braking and poor obstacle detection

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Costly human supervision

The real challenge is no longer average performance.
It is real-time reliability in critical and unexpected cases.

The real challenge is no longer average performance.
It is real-time reliability in critical and unexpected cases.

TrustalAI brings a real-time reliability layer to your embedded vision. We do not replace your perception models. We guarantee their level of confidence before a critical decision.
TrustalAI brings a real-time reliability layer to your embedded vision. We do not replace your perception models. We guarantee their level of confidence before a critical decision.
TrustalAI brings a real-time reliability layer to your embedded vision. We do not replace your perception models. We guarantee their level of confidence before a critical decision.

Our solution applied to autonomous vehicles

Our solution applied to autonomous vehicles

Our solution applied to autonomous vehicles

Evaluate the instant reliability of perception decisions

Detects out-of-distribution (OOD) situations

Robustly tracks objects, even in dense scenes (learning-free)

Robustly tracks objects, even in dense scenes (learning-free)

Generate an actionable confidence percentage for the decision system

Specifically:

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Lane keeping if confidence is high

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Switch to degraded mode if uncertain

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Request for takeover in the event of critical risk

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Lane keeping if confidence is high

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Switch to degraded mode if uncertain

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Request for takeover in the event of critical risk

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We transform an AI perception system into a steerable, explainable, and certifiable system.

You accelerate the deployment of autonomous driving while strengthening operational and regulatory confidence.

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Reduction of critical incidents

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Acceleration of approvals

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Reduction of critical incidents

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Acceleration of approvals

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Reduction of human supervision costs

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Reduction of human supervision costs

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Improvement of functional safety

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Competitive advantage in tenders

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Improvement of functional safety

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Competitive advantage in tenders

Reliability of perception

Reliability of perception

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Fewer dangerous false negatives

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Safer driving decisions

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Enhanced functional safety

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Regulatory compliance

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Fewer unnecessary brakings (false positives)

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Fewer missed detections

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Objects tracked correctly, even in dense scenes

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Increased perception confidence

Real-time object tracking

Real-time object tracking

Out-of-distribution (OOD) detection

Out-of-distribution (OOD) detection

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Critical uncertainties detected

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Fallback to degraded mode

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Manual takeover required in case of critical risk

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Dynamic behavior adaptation

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Switch to reliable autonomous vehicles

Switch to reliable autonomous vehicles