GilgameshD / ICRA2020-CMTS

The pytorch code for ICRA2020 paper 'CMTS: Conditional Multiple Trajectory Synthesizer for Generating Safety-critical Driving Scenarios'

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

ICRA2020-CMTS

The pytorch code for ICRA2020 paper CMTS: Conditional Multiple Trajectory Synthesizer for Generating Safety-critical Driving Scenarios

Environment

Python 3.7
Pytorch 1.0

Dataset

The processed Argoverse dataset can be downloaded with this Link. After downloading the data files (two for trajectories, two for maps), you need to put them into the data folder.

Visualization

Some tools for visualization are provided in tools folder. This tools will read the files from sample folder, which are saved during the training or generate stage.

Structure

The structure of our model is shown below. The tool used to draw this structure is Blender, which is an open-source 3D modeling tool.
Alt text

Generated Examples

Some interpolation examples are shown below:
Alt text

About

The pytorch code for ICRA2020 paper 'CMTS: Conditional Multiple Trajectory Synthesizer for Generating Safety-critical Driving Scenarios'


Languages

Language:Python 100.0%