Multimodal embeddings from satellite images and road graphs raise accident prediction AUROC to 90.1 percent and attribute 24 percent higher rates to increased precipitation after confounder adjustment.
Deep hybrid model with satellite imagery: How to combine demand modeling and computer vision for travel behavior analysis?
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Learning Multimodal Embeddings for Traffic Accident Prediction and Causal Estimation
Multimodal embeddings from satellite images and road graphs raise accident prediction AUROC to 90.1 percent and attribute 24 percent higher rates to increased precipitation after confounder adjustment.