ML Anthology

STRIDE: Street View-Based Environmental Feature Detection and Pedestrian Collision Prediction

Cristina González, Nicolás Ayobi, Felipe Escallón, Laura Baldovino-Chiquillo, Maria Wilches-Mogollón, Donny Pasos, Nicole Ramírez, José Pinzón, Olga L. Sarmiento, D. Alex Quistberg, Pablo Arbeláez
ICCVW 2023 pp. 3222-3234
doi:10.1109/ICCVW60793.2023.00347 /iccvw/2023/gonzalez2023iccvw-stride/

Abstract

This paper introduces a novel benchmark to study the impact and relationship of built environment elements on pedestrian collision prediction, intending to enhance environmental awareness in autonomous driving systems to prevent pedestrian injuries actively. We introduce a built environment detection task in large-scale panoramic images and a detection-based pedestrian collision frequency prediction task. We propose a baseline method that incorporates a collision prediction module into a state-of-the-art detection model to tackle both tasks simultaneously. Our experiments demonstrate a significant correlation between object detection of built environment elements and pedestrian collision frequency prediction. Our results are a stepping stone towards understanding the interdependencies between built environment conditions and pedestrian safety.

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Cite

Text

González et al. "STRIDE: Street View-Based Environmental Feature Detection and Pedestrian Collision Prediction." IEEE/CVF International Conference on Computer Vision Workshops, 2023. doi:10.1109/ICCVW60793.2023.00347

Markdown

[González et al. "STRIDE: Street View-Based Environmental Feature Detection and Pedestrian Collision Prediction." IEEE/CVF International Conference on Computer Vision Workshops, 2023.](https://mlanthology.org/iccvw/2023/gonzalez2023iccvw-stride/) doi:10.1109/ICCVW60793.2023.00347

BibTeX

@inproceedings{gonzalez2023iccvw-stride,
  title     = {{STRIDE: Street View-Based Environmental Feature Detection and Pedestrian Collision Prediction}},
  author    = {González, Cristina and Ayobi, Nicolás and Escallón, Felipe and Baldovino-Chiquillo, Laura and Wilches-Mogollón, Maria and Pasos, Donny and Ramírez, Nicole and Pinzón, José and Sarmiento, Olga L. and Quistberg, D. Alex and Arbeláez, Pablo},
  booktitle = {IEEE/CVF International Conference on Computer Vision Workshops},
  year      = {2023},
  pages     = {3222-3234},
  doi       = {10.1109/ICCVW60793.2023.00347},
  url       = {https://mlanthology.org/iccvw/2023/gonzalez2023iccvw-stride/}
}