MyRoboPathOpen Robotics Lab
computer vision15 min readUpdated 2026-03-03Intermediate

RGB-D Depth Cameras: Intel RealSense D435 vs OAK-D & Time-of-Flight

Compare active infrared stereo (RealSense D435i/D455), onboard Myriad X/Keem Bay VPU stereo (OAK-D), and direct Time-of-Flight (ToF) cameras for robotics navigation and 3D reconstruction.

MyRoboPath Engineering Lab
Peer-Reviewed Open-Source Hardware & Firmware Guide

Key Engineering Takeaways

  • •Active IR stereo projects an invisible dot pattern to provide texture for depth calculation in completely dark or featureless rooms.
  • •Align depth frames to color frames in software/hardware before extracting 3D Cartesian coordinates of 2D bounding boxes.
  • •OAK-D computes spatial [X, Y, Z] positions directly on its onboard VPU chip, offloading 100% of host CPU load.
Prerequisites
  • • Camera basics

Active Stereo vs Structured Light vs Time-of-Flight

ParameterActive IR Stereo (RealSense D435)Structured Light (Kinect V1 / Orbbec Astra)Direct ToF
Outdoor Sunlight PerformanceExcellent (Active IR + Passive Stereo)Poor (Sunlight washes out IR pattern)Moderate
Range0.2m - 10m0.5m - 3.5m0.2m - 5m
Edge ComputeHost CPU/GPU processingHost processingHost processing / Internal ASIC
Tags:#Depth Cameras#RealSense#OAK-D#RGB-D#Stereo Vision#Point Clouds