Enhancing Traffic Safety with Parallel Dense Video Captioning for End-to-End Event Analysis

arXiv:2404.08229v1 Announce Type: new
Abstract: This paper introduces our solution for Track 2 in AI City Challenge 2024. The task aims to solve traffic safety description and analysis with the dataset of Woven Traffic Safety (WTS), a real-world Pedestrian-Centric Traffic Video Dataset for Fine-grained Spatial-Temporal Understanding. Our solution mainly focuses on the following points: 1) To solve dense video captioning, we leverage the framework of dense video captioning with parallel decoding (PDVC) to model visual-language sequences and generate dense caption …

analysis arxiv captioning cs.cv event safety traffic traffic safety type video