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A series of plugins to the ROS navigation stack to incorporate deep learning inputs.

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NVIDIA-AI-IOT/deep_nav_layers

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deep_nav_layers

A series of plug-ins to the ROS navigation stack to incorporate deep learning inputs.

This work provides a promising look at the potential to leverage both the power of robotics and deep learning alongside each other. This technique has several real-world applications such as detecting stairs, potholes or other hazards to robots in unstructured environments.

ROS Pipeline for deep_nav_layers

Required Package:

Following are the steps:

  • On Terminal #1 bash ~/jetson-UGV/tools/sim-mode.bash

  • On Terminal #2 roslaunch jackal_navigation chameleon_nav.launch from_bag:=true

  • On Terminal #3 rosrun rviz rviz -d ~/jetson-UGV/ros/jackal_viz/navigation.rviz

  • On Terminal #1 rosbag play /ssd/lastDay.bag --clock

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A series of plugins to the ROS navigation stack to incorporate deep learning inputs.

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