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• ↓ From first-principles modeling to device designs.
• ↓ Making machines smarter for improved safety, efficiency and comfort.
• ↓ Wireless and optical communications.
• ↓ Utilizing computation to improve sensing capabilities.
• ↓ Extracting meaning and building representations of visual objects and events in the world.
• ↓ If it moves, we control it.
• ↓ Top Alternatives to merl.com

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"MERL does application-motivated basic and applied research and advanced development in physical simulation & modeling, optimization, control, signal processing and Artificial Intelligence. We are an open lab, publishing our results, collaborating with the world-wide research community, and measuring our performance by the impact we have on Mitsubishi Electric and the world."

"Bundle adjustment is a long-standing problem in computer vision that solves for camera parameters and 3D point coordinates from 2D image observations. While there has been much work on various aspects, like adaptation to different camera models and sensors, and considerations for solving the optimization problem, in this paper, we deal with a fundamental and distinct question of the uniqueness of its solution. In particular, we examine the unique solvability of the 3D reconstruction problem using parallel rigidity theory. We design an algorithm to ensure that the topology of the bipartite graph formed by the camera-3D point relations in bundle adjustment does not result in independent scaling of the edges in its subgraphs. To tackle the . . . [learn more]"

"Symmetry provides a powerful lens for building machine learning models that interact with scientific data. Euclidean neural networks (E(3)NNs) make this concrete: architectures that encode transformation laws through group representations, enabling . . . [read more]"

"This talk introduces the background and key findings of our recent work, "Visual Generation Unlocks Human-Like Reasoning through Multimodal World Models," which answers the question of when and how visual generation enabled by unified multimodal . . . [read more]"

Key Topics & Focus Areas for merl.com:

From first-principles modeling to device designs.

Making machines smarter for improved safety, efficiency and comfort.

Wireless and optical communications.

Utilizing computation to improve sensing capabilities.

Extracting meaning and building representations of visual objects and events in the world.

If it moves, we control it.