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Electric Vehicle Charging Stations Dataset

Objective: Evaluation and Development of Approaches for EVCS Detection
EVCS Dataset: Dataset with high quality, fine-grained annotations of electric vehicle charging station

  • Motivation
    • Electric vehicles are becoming more common
    • Automatic detection of charging stations helps in automated/assisted parking applications
    • Existing image datasets for driving scenarios do not include annotated charging stations
  • Dataset contains
    • Part A: Fine-grained instance mask annotations of 8 common charging station types
    • Part B: 759 images, covering 13 additional types of EVCS labelled at supercategory level
  • Demonstration Video [YouTube]
Image


Version 1.0

Dataset

Download dataset images

Details about the EVCS dataset and how to train and test the baseline detectors as presented in our paper [1] are explained in this guide

Major Types

wallbe ZAS

HYC 300

Compleo DUO IMS

ABB Terra 54

HYC 150

Tritium PK

Compleo DUO

Tesla Supercharger

EVCS Paper:

[1] Lin Chen, Sönke Südbeck, Christoph Riggers, Tobias Geib, Kai Cordes, and Hellward Broszio:
"EVCS: A Benchmark for Fine-Grained Electric Vehicle Charging Station Detection", GCPR 2025, to be published

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