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MasterThesis

Object Detection and Tracking Systems with Stereo Vision for Autonomous Driving

Abstract

  • Obtaining disparity image in order to obtain depth information of the each pixel of the image
  • Changing one of the image channels with disparity image
  • Observing the effect of the change on object tracking algorithms( CSRT , MOSSE etc.)

Software Tools

Programming Language

  • C ++

Disparity Image

disp2

Unfiltered Bounding Boxes

unfiltered

Filtered Bounding Boxes

sizefiltered

The image having a disparity image as third channel

withdepth

3D represantation of the objects at ROS Rviz environment Screenshot from 2019-07-29 21-29-18

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Object Detection and Tracking Systems with Stereo Vision for Autonomous Driving

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  • C++ 85.7%
  • Objective-C 13.6%
  • Other 0.7%