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An obejct pose estimation framework contains global feature match, local feature match and genetic alogrithm+ICP refinement.

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TouchDeeper/GPose

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Overview

Robust pose estimation of objects with feature ambiguity based on point cloud.

Youtube video, If you cannot link to youtube, try bilibili. video

Getting Started

Prerequisites

Usage

  • add model and generate the offline data, skip to add_model/README.md to know how to.
  • capture the object point cloud in the scene add save it in the data in the pcd format and in meters unit.
  • modify the config.ini. The main item you need to modify is model_name,scene_name, cad_models_path,model_data_path,
  • in the root directory
    mkdir build
    cd build
    cmake ..
    make -j4
  • ./globalPipeline

Acknowledgment

add_model part is modified from the object_identification_localization project.

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An obejct pose estimation framework contains global feature match, local feature match and genetic alogrithm+ICP refinement.

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