Objective: Evaluation and Development of Approaches for EVCS Detection [1]
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

Version 1.0
Dataset
Download dataset images
Details about the EVCS dataset and how to train and test the baseline detectors present in our paper [1] are explained in this guide
References:
[1] Lin Chen, Sönke Südbeck, Christoph Riggers, Tobias Geib, Kai Cordes, Hellward Broszio: "EVCS: A Benchmark for Fine-Grained Electric Vehicle Charging Station Detection", under review: Intelligent Vehicles Symposium, IV 2025