Why a Timeline Profiler Finds What a Code Profiler Misses

Two real cases in favor of a timeline profiler: multi-camera GPU inference and a WebGPU pipeline…

How We Built Metrically Accurate 3D Annotations from a Single Camera

Every 3D annotation tool we evaluated was built around the same assumption: that metric geometry…

Renesas RZ/V2H evaluation board with two stereo cameras connected via MIPI CSI-2 interfaces, ready for edge AI and 3D vision processing.

AI and 3D Vision on the Renesas RZ/V2H: From Edge Processing to Smart Camera Reality

A complete AI and 3D vision pipeline running on a single embedded SoC, combining real-time object…

Multi-modal foundation models out of the lab: a reality check

The field of computer vision is in the middle of a paradigm shift, driven by the revolutionary…

Onsemi Hyperlux ID AF0130: Industrial iToF Depth Sensor Evaluation

Industrial depth sensing forces trade-offs: precision or range, indoor or outdoor. We tested…

Two human figures, rendered as white point clouds with overlaid optical flow vectors (yellow and orange arrows), showcasing the accumulation result from an event camera sensor.

Beyond the Frame: What Are Event Cameras and Why Do They Matter?

These bio-inspired sensors don't see images: they see change. We explore the technology, the…

Renesas RZ-V2H Embedded Vision Platform: A Comprehensive Evaluation

A crucial part of our work at Deep Vision Consulting involves evaluating the latest hardware to…

Efficient Multiple Object Tracking with MHT

In the field of computer vision, the race for performance is often defined by bigger models and…