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kiroisme's Projects

dipp icon dipp

[TNNLS] Differentiable Integrated Prediction and Planning Framework for Urban Autonomous Driving

driving-irl-ngsim icon driving-irl-ngsim

[T-ITS] Driving Behavior Modeling using Naturalistic Human Driving Data with Inverse Reinforcement Learning

drone-dataset-tools icon drone-dataset-tools

The goal of this repo is to make the drone datasets as easy to use as possible. For this purpose we provide source code in Python, which allows the import and visualization of the datasets.

highwayenv icon highwayenv

Highway driving simulator incorporating NGSIM dataset using reinforcement learning

irl-maxent icon irl-maxent

Maximum Entropy and Maximum Causal Entropy Inverse Reinforcement Learning Implementation in Python

irlmodelvalidation icon irlmodelvalidation

This python package contains scripts needed to train IRL Driver models on HighD datasets. This code is accompanying the paper "Validating human driver models for interaction-aware automated vehicle controllers: A human factors approach - Siebinga, Zgonnikov & Abbink 2021"

naturalistic-sumo-gym icon naturalistic-sumo-gym

We provide an open source software package for AV based simulation and testing running a docker container

ngsim_env icon ngsim_env

Learning human driver models from NGSIM data with imitation learning.

ngsim_preprocess icon ngsim_preprocess

Colab notebook to preprocess NGSIM dataset to extract leading and following vehicle information

nndl.github.io icon nndl.github.io

《神经网络与深度学习》 邱锡鹏著 Neural Network and Deep Learning

parl icon parl

A high-performance distributed training framework for Reinforcement Learning

self-driving-vehicle-control-on-carla icon self-driving-vehicle-control-on-carla

Lane Keeping Assist function by applying Stanley method for lateral control and PID controller for longitudinal control using Python on the Carla simulator. 🚗

travia icon travia

a Traffic data Visualization and Annotation tool

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