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. 2025 May 9;11:e2846. doi: 10.7717/peerj-cs.2846

Table 2. Model performance metrics for collision prediction.

Dataset Correct warning rate False warning rate Missed warning rate Training time (hrs) Inference time (ms) Resource consumption (GPU memory)
INTERACTION 0.83 0.03 0.11 12 50 6 GB
NGSIM 0.87 0.13 0.02 15 45 7 GB
Average (both) 0.85 0.08 0.07 13.5 47.5 6.5 GB