A structured survey of 2023-2025 LLM and VLM methods for crash detection in video, with notable internal inconsistencies in reported numbers.
Crash time matters: Hybridmamba for fine-grained temporal localization in traffic surveillance footage,
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Large Language Models for Crash Detection in Video: A Survey of Methods, Datasets, and Challenges
A structured survey of 2023-2025 LLM and VLM methods for crash detection in video, with notable internal inconsistencies in reported numbers.