Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.14 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
An image recognition model simply detect the probability of an object in an image. In contrast to this, object localization refers to identifying the location of an object in an image. An object localization algorithm will give the coordinates of the location of an object in an image to represent its location of an object with respect to the image. Object detection is one of the domain witnessing great success in computer vision. This paper explains the role of deep learning techniques based on convolutional neural network for object detection. A vision based speed breaker and crack detection for early warning notification will focus on the road region and detecting the speed breaker and crack on the road. The system will warn the drivers to slow down their car by reducing a motor speed when they are approaching the speed breaker. With this system, the driver can slow down their car at the appropriate time. This is achieved with CNN algorithm and it does not need its input to be fixed size. The Expectation-Maximization (EM) algorithm is a way to find maximum-likelihood estimates for model parameters when your data is incomplete, has missing data points, or has unobserved (hidden) latent variables which is used to detect cracks on roads.
Keywords:
OCR, EM, CNN, ANN
Cite Article:
"A Road Safety Approach Towards Object Detection Using Image Processing and Deep Learning Techniques", International Journal of Science & Engineering Development Research (www.ijrti.org), ISSN:2455-2631, Vol.4, Issue 5, page no.29 - 33, May-2019, Available :http://www.ijrti.org/papers/IJRTI1905007.pdf
Downloads:
000205083
ISSN:
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator