/Realtime-Alerting-System-for-Autonomous-Vehicles

An Evaluation Metric for Object Detection Algorithms in Autonomous Navigation Systems and its application to a real-time alerting system

Primary LanguagePython

Realtime-Alerting-System-for-Autonomous-Vehicles

The following repository contains the code for the paper: "AN EVALUATION METRIC FOR OBJECT DETECTION ALGORITHMS IN AUTONOMOUS NAVIGATION SYSTEMS AND ITS APPLICATION TO A REAL-TIME ALERTING SYSTEM" which is to be presented at IEEE ICIP,2018. https://2018.ieeeicip.org/Papers/ViewPapers_MS.asp?PaperNum=2723 IEEE Xplore link : https://ieeexplore.ieee.org/document/8451718

The repository may be divided into three sections:

1. metric_codes:

This folder contains the code for scoring the clone and bad image weather conditions.It also contains precalculated scores on VKITTI dataset for the 0001,0002,0006,0018,0020 folder.

2. realtime_application:

The second folder contains the script for running a realtime alerting system using the precalculated distance vectors from VGG 16 which are made available here: https://drive.google.com/open?id=1TO6UEdBqJaRKV9AMWFd9nffi7oXk09Bk

3. realtime_result_images:

The third folder contains few of the test images from the Oxford Dataset, their scores and the explanations for the same.