Can I read 2019 International Conference on Data Science and Communication (IconDSC) - Accident Detection Using Convolutional Neural Networks on EtoBox?

2019 International Conference on Data Science and Communication (IconDSC) - Accident Detection Using Convolutional Neural Networks by Ghosh, Sreyan; Sunny, Sherwin Joseph; Roney, Rohan is a scholarly article available to read on EtoBox.

What is 2019 International Conference on Data Science and Communication (IconDSC) - Accident Detection Using Convolutional Neural Networks about?

Accidents have been a major cause of deaths in India. More than 80% of accident-related deaths occur not due to the accident itself but the lack of timely help reaching the accident victims. In highways where the traffic is really light and fast-paced an accident victim could be left unattended for a long time. The intent is to create a system which would detect an accident based on the live feed of video from a CCTV camera installed on a highway. The idea is to take each frame of a video and run it through a deep learning convolution neural network model which has been trained to classify frames of a video into accident or non-accident. Convolutional Neural Networks has proven to be a fast and accurate approach to classify images. CNN based image classifiers have given accuracy's of more than 95% for comparatively smaller datasets and require less preprocessing as compared to other image classifying algorithms.

Author

Ghosh, Sreyan; Sunny, Sherwin Joseph; Roney, Rohan

Publisher

IEEE

Published

2019

Language

EN