Fisheye traffic data set of point center markers

TL;DR

This paper introduces a new open dataset of fisheye traffic images with markers, along with a demonstration of deep learning vehicle detection trained on it, aiming to enhance traffic data applications.

Contribution

The paper provides a novel dataset of fisheye traffic images with markers and demonstrates its use in deep learning vehicle detection.

Findings

Successful training of vehicle detection model using the dataset

Dataset contains 160,000 markers and 18,000 images

Potential for new traffic data applications

Abstract

This study presents an open data-market platform and a dataset containing 160,000 markers and 18,000 images. We hope that this dataset will bring more new data value and applications In this paper, we introduce the format and usage of the dataset, and we show a demonstration of deep learning vehicle detection trained by this dataset.