From 4de7d1813abcc5bc8ed890260f1a1defd3e90550 Mon Sep 17 00:00:00 2001 From: Praveen Palanisamy <4770482+praveen-palanisamy@users.noreply.github.com> Date: Mon, 23 Jul 2018 23:30:07 -0400 Subject: [PATCH] Added README with a short summary of the code --- README.md | 12 ++++++++++++ 1 file changed, 12 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 0000000..f4ce016 --- /dev/null +++ b/README.md @@ -0,0 +1,12 @@ +# Multiple objects detection, tracking and classification from LIDAR scans/point-clouds + +PCL based ROS package to Detect/Cluster --> Track --> Classify static and dynamic objects in real-time from LIDAR scans implemented in C++. + +### Features: + +- K-D tree based point cloud processing for object feature detection from point clouds +- Unsupervised k-means clustering based on detected features and refinement using RANSAC +- Stable tracking (object ID & data association) with an ensemble of Kalman Filters +- Robust compared to k-means clustering with mean-flow tracking +### Short demo on a sample LIDAR scans from an autonomous vehicle +![Sample demo of multiple object tracking using LIDAR scans](https://media.giphy.com/media/3YKG95w9gu263yQwDa/giphy.gif)