prat1kbhujbal / Socially-aware-navigation

Human pose estimation for predictive pose estimation and socially aware navigation

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Socially-aware-navigation

Overview

Human pose estimation using deep learning method to predict trajectory-based intent from historical human poses using Kalman filter and utilize these predictions for socially aware navigation.

Dataset

MPII Human Pose Dataset

Pipeline

Model Architecture

Results

Preprocessed image with filtered annotations

Model output in simulation

Navigation

Refrences

[1] A plugin for simulation of human pedestrians in ROS Gazebo. https://github.com/robotics-upo/gazebo_sfm_plugin. Accessed: 2022-12-01

About

Human pose estimation for predictive pose estimation and socially aware navigation

License:BSD 3-Clause "New" or "Revised" License


Languages

Language:Jupyter Notebook 99.4%Language:Python 0.6%