monjurulkarim / xai-accident

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Explainable Accident Anticipation

This is partial implementation of the paper, "Towards explainable artificial intelligence (XAI) for early anticipation of traffic accidents" by Muhammad Monjurul Karim, Yu Li, and Ruwen Qin, accepted at Transportation Research Record.

Dataset

This code currently support CCD dataset for accident anticipation.

  • Please download the extracted CCD dataset from CCD-Dataset.
  • (Optional) If you want to download the videos of CCD dataset, please refer to the CarCrashDataset Official repo for downloading and deployment. Then you can extract the frames using the code given in scripts.
  • To create human attention map this study collected gaze data for 100 videos taken from CCD test dataset. Video data along with their gaze information of 12 participants can be downloaded from Here

Installation Guide

A complete step-by-step installation guide and the rest of the code will be uploaded soon...

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