Available Datasets

Each streetlight is photographed by a Raspberry Pi Camera Module v1, installed on each lamppost, providing a unique camera placement, photographic angle, and distance from the streetlight. Several streetlights are partially obstructed by vegetation, outside the Field of View (FoV) of the Raspberry Pi camera or affected by conditions (e.g., rain, snow, direct sunlight, etc.). This is a unique and diverse dataset of images that can be used for training tools and machine learning models for inspection, monitoring and maintenance use-cases within Smart Cities applications.

A dataset based on the Linux Auditing System, which contains malicious and benign container activities. Two malicious scenarios were developed, i.e., a denial of service and a privilege escalation attack, where an adversary uses a container to compromise an edge device. The container activity is captured through the host system via system calls. The time series auditd dataset contains partial labels for the benign and malicious related system calls.

A large-scale dataset of ETSI ITS-G5 Dedicated Short Range Communications (DSRC) network interactions. Two vehicles, fitted with OBU transceivers, exchanged broadcasts Cooperative Awareness Messages (CAMs) with four RSUs, over the period of 8 recorded sessions of ∼2h each. The experiment was conducted over the licensed DSRC band, and the unlicensed ISM bands, in order to compare the behaviour and the affect of interference. Each transmitted and received CAM is logged along with its RSSI value and accurate positioning information. The data are presented in raw PCAP traces and post-processed CSV files.

Two vehicles, fitted with OBU transceivers, exchanged broadcasts Cooperative Awareness Messages (CAMs) with three RSUs, over the period of 6 recorded sessions of ∼2h each. The experiment was conducted over the licensed DSRC band. Each transmitted and received CAM is logged along with its RSSI value and accurate positioning information. The data are presented in raw PCAP traces and post-processed CSV files.