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| pipeline_tag: video-classification |
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| # PRE-ACT: Progressive Risk Estimation for Accident Anticipation |
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| This repository hosts the model and code for the paper [Progressive Risk Estimation for Accident Anticipation](https://huggingface.co/papers/2609.32811). |
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| The model estimates a continuously evolving accident risk signal from driving videos, progressively increasing the risk as a crash approaches while suppressing premature false alarms. It is designed for video-based accident anticipation and achieves significant improvements on MM-AU subsets and Nexar. |
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| For code, training details, and inference scripts, please refer to the [GitHub repository](https://github.com/giddyyupp/PRE-ACT). |
