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DENSO and Carnegie Mellon University to Present Leading AV Research at IEEE's CVPR 2026

In an exciting collaboration between industry and academia, DENSO, a renowned mobility solutions provider, and Carnegie Mellon University (CMU) are set to showcase groundbreaking research in autonomous vehicle technology at the prestigious IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026. This event is recognized globally as one of the premier forums for advancements in computer vision and artificial intelligence.

The research presented at CVPR 2026 has emerged from the DENSO Pittsburgh Innovation Lab, where teams from both organizations have made significant strides in enhancing vehicle autonomy. By utilizing synthetic data derived from actual real-world assets, the collaboration aims to address the most complex challenges faced in the field of autonomous driving.

Toru Hirano, vice president of North America R&D at DENSO, emphasizes the importance of continuous innovation within the entire AI ecosystem. He stated, "Breakthroughs in vehicle autonomy depend on continuous progress across the full AI ecosystem—from how models are trained and validated to how they operate efficiently in real-world environments. The research we are sharing at CVPR reflects our commitment to developing innovative, practical technologies that help enable safer mobility and support our long-term vision for automated driving."

Grounded Latents for Entity-Centric 4D Scene Generation

At the heart of the research is an innovative approach to generating realistic 3D and 4D driving scenes. The team at DENSO and CMU has developed a "grounded latent" representation that models driving environments as a collection of distinct, interpretable components. This method allows for each vehicle, pedestrian, and environmental element to be manipulated through its own latent representation. Such a breakthrough enables unprecedented control over object behavior and movement, resulting in dynamic, lifelike scenes with stable backgrounds and accurate path trajectories.

According to research findings, this innovative approach facilitates scalable simulations and high-quality synthetic data generation necessary for the rapid advancement and validation of autonomous systems. The implications of this research could dramatically enhance the development of future autonomous driving technology.

Kris Kitani, an associate research professor at CMU’s Robotics Institute, underscores the significance of this partnership: "Our collaboration with DENSO demonstrates how academic research and industry expertise can come together to solve complex challenges in AI and perception. By advancing capabilities such as simulation, model efficiency, and sensing, this work helps accelerate the path from research to real-world autonomous driving applications."

Shawn Hunt, a software engineer at DENSO's Pittsburgh Innovation Lab, added, "This research with Carnegie Mellon University is a vital step forward in scaling AI world models for autonomous driving. It opens the door to more reliable virtual testing, scenario generation, and training environments for future autonomous vehicle systems—all of which translates to safer and more effective vehicle autonomy."

In addition to the collaborative research with CMU, DENSO will also present three academic papers from its IT Laboratory based in Japan, further showcasing its commitment to advancing vehicle technology across multiple fronts. Each paper aims to further bolster DENSO's mission to enhance vehicle autonomy by augmenting the foundational technologies that power perception, decision-making, and overall system performance.

With a dedicated focus on improving how AI models are trained, simulated, and deployed, DENSO is positioned to adapt to the evolving needs of mobility, with the ultimate goal of achieving safer transportation for everyone. The company invests heavily in research and development, solidifying its status as a leader in mobility solutions.

About DENSO

DENSO is globally headquartered in Kariya, Japan, with a substantial workforce and manufacturing presence across the globe. In North America, DENSO operates from Southfield, Michigan, employing over 23,000 individuals at nearly 50 sites throughout the U.S., Canada, and Mexico. The company's commitment to innovation saw it allocate about 9.2% of its global consolidated sales towards research and development in the fiscal year ending March 31, 2026. DENSO's collaborative endeavors reflect its long-term vision of advancing automotive technology to create safer, more efficient mobility solutions for all.

To learn more about DENSO’s global operations and initiatives, visit DENSO's website.