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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:IJSREM6765

Accident Detection System

Stream/Area:

-

Subject:

-

Paper ID:

IJSREM6765

Volume:

5 |

1 |

Jan 2021

Pages:

Publication Frequency:

Monthly (12 issues per year)

DOI
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Not assigned

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

DVR

Dr. V.Raveendra Reddy

KSR

K. Saranya Reddy

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Abstract

Road traffic accidents remain a major global public‑health challenge, where delays in detection and poor contextual information often increase the severity of outcomes. This paper presents ADS AI, a practical, end‑to‑end framework that combines a lightweight, low‑latency detection stage with a deeper, multi‑modal reasoning stage to deliver fast, actionable intelligence for emergency response. The first tier employs a YOLOv8 object‑detection model for near‑real‑time identification of anomalous events from live video streams; the second tier uses a multi‑modal generative model to create structured, human‑readable incident summaries and recommendations. The platform integrates persistent storage, geospatial analytics, and automated alerting via messaging APIs to form a deployable prototype. We describe the architecture, implementation choices, evaluation approach, and future directions, highlighting how this two‑tiered design enables both speed and situational depth—shifting traffic safety systems from reactive monitoring toward data‑driven, proactive operations.

KEYWORDS

accident detection YOLOv8 generative AI real‑time surveillance emergency alerting geospatial analytics Streamlit

Cite This Article

Dr. V.Raveendra Reddy, K. Saranya Reddy, "Accident Detection System," International Journal of Scientific Research in Engineering and Management, vol. 5, no. 1, Jan 2021.

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Publication Date

8/30/2025

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Double-Blind Peer Review

Review Rounds: 2

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6

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5

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The authors declare no conflict of interest related to this research work.

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