• Automotive
  • Synthetic Data
  • In-cabin monitoring

TRANSFORMING IN-CABIN AI PIPELINES WITH SYNTHETIC DATA: SKY ENGINE AI at InCabin.Sensing USA 2025

By: SKY ENGINE AI
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InCabin.Sensing USA takes place on November 8–9 in Dearborn, MI. SKY ENGINE AI will be there to show how high-quality synthetic data helps OEMs, Tier 1s, and other attendees build stronger, more reliable in-cabin AI models without disrupting existing data pipelines, and with faster results. Here’s a preview of what we’re bringing to Michigan.

InCabin.Sensing USA Puts the Industry’s Hardest Questions on the Table

The conference agenda is packed and tackles the big questions every OEM and Tier 1 is asking right now:

  • How do we stay compliant as Euro NCAP, GSR, and NHTSA keep introducing stricter requirements?
  • How do we make AI models truly inclusive for every driver and passenger, without bias?
  • How do we make driver monitoring smarter without crossing the line on privacy
  • How do we keep DMS and OMS reliable when both the road outside and the human inside are unpredictable?
  • How do we cut data collection costs without compromising quality?

If you’re heading to InCabin.Sensing USA looking for answers to any of these, you might find exactly what you need. And this is synthetic data.

At SKY ENGINE AI, we trained a complete driver monitoring pipeline entirely on in-house generated synthetic data

Synthetic Data as the Answer to Key Industry Pain Points

Synthetic data is often called the next big breakthrough in AI model training. It moves the process of data collection from the road to the lab and makes it faster, safer, and far more cost-effective.

That’s exactly what we’ll be showing at our booth: why synthetic data is becoming part of the solution to some of the toughest challenges in automotive AI today.

With the SKY ENGINE AI Synthetic Data Cloud, you can:

  • Recreate any regulatory use caseThe Platform isn’t limited to a single framework. Whether it’s Euro NCAP, GSR, or NHTSA, it lets you simulate every in-cabin situation and adapt to regional safety standards in both Europe and the U.S.
  • Eliminate privacy and compliance risksBecause synthetic data is simulated, not captured, there’s no need for real-world filming or handling personal data. This removes privacy concerns and regulatory hurdles from the process. 
  • Cover full human diversityWith the Synthetic Data Cloud, you can recreate drivers and passengers of any age, gender, ethnicity, or body type. Moreover, you can also configure physiological states such as drowsiness, attention, or emotion, so your models learn to respond correctly to real-world behavior.
  • Include full environmental contextThe Platform goes beyond people and objects. You can control lighting, weather, and time of day to reflect real-world conditions and test model performance under any combination.
  • Use automatically generated ground truth
    Every render comes with detailed 2D and 3D annotations, like normal maps, depth maps, keypoints, segmentation masks, and more, generated automatically. No manual labeling, no uncertainty, just ready-to-use data for training, testing, and validation.

The SKY ENGINE AI team is bringing the Synthetic Data Cloud to show how high-quality synthetic data can become a key part of your workflow and help you meet safety goals, cut costs, and speed up R&D.

At the booth, we’ll demo how it saves months of data collection, eliminates the cost of manual labeling, and delivers realistic data that fits seamlessly into your existing pipelines.

Here’s what makes the Platform stand out:

  • 124 key and hundreds of secondary parameters to recreate any setup required for compliance or performance testing.
  • 3D human blueprint for generating fully diverse synthetic occupants in different poses, age groups, and emotional states.
  • Built-in sensor fusion (RGB and NIR) for training models that adapt to any lighting or weather condition.
  • Static and animated renders generated at a configurable speed that scales easily with added computing power.

Automatically generated full 2D and 3D ground truth for every object, pose, and detail, no manual labeling, no quality loss, no extra cost.

The power of 3d ground truth in dataset generation

Meet Our Team

Our SKY ENGINE AI team will be there and ready to answer any questions about the Synthetic Data Cloud, from its technical capabilities to integration opportunities with your current workflows (tested: it’s seamless and doesn’t get in the way).

Krzyszyof Smyl
Software Engineering Manager

Dr Malc Souter
Sales Engineer

Schedule a Meeting

Interested already? Let’s set up a meeting and find a time that works best for you. We’re always happy to talk about our physically based, high-fidelity synthetic data and explore how it can support your business.

Contact the team

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