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By using Transfer Learning I am making use of the feature ,detection, capabilities of the pre-trained MobileNetV2 and applying it to our rather simple model. The MobileNetV2 is followed by our DNN composed of GlobalAveragePooling, Dense and Dropout layers. As ours is a binary classification problem final layer has 2 neurons and softmax activation.
Abstract: Pedestrian ,Detection, is the most critical ,safety, application in automotive driver assistance systems. Histogram of Oriented Gradients (HOG) features is known to produce the state of the art results for this application. This feature is very compute-intensive and it is difficult to achieve real-time performance by direct porting of community software like ,OpenCV,.
4/5/2020, · In this tutorial, you will learn how to train a COVID-19 face mask ,detector, with ,OpenCV,, Keras/TensorFlow, and Deep Learning. Last month, I authored a blog post on detecting COVID-19 in X-ray images using deep learning.. Readers really enjoyed learning from the timely, practical application of that tutorial, so today we are going to look at another COVID-related application of computer vision ...
Abstract - A smart ,helmet, is a type of protective headgear used by the rider which makes bike driving safer than before. The main purpose of this smart ,helmet, to provide ,safety, for rider . This implement by using advance feature like alcohol ,detection,, accident identification, location tracking, use as a hands free device, solar powered, fall
Smart ,Helmet, for ,Safety, and Accident ,Detection, using IOT Akshatha1, Anitha2, Anusha3, Prema4, Rumana Anjum5 1,2,3,4 B.E IV year, Department of CSE, Vidya Vikas Institute of Engineering & Technology, Mysuru, Karnataka, India 5 Assistant Professor, Dept. of CSE, Vidya Vikas Institute of Engineering & Technology, Mysuru, Karnataka, India
As told in the previous tutorials, ,OpenCV, is Open Source Commuter Vision Library which has C++, Python and Java interfaces and supports Windows, Linux, Mac OS, iOS and Android.So it can be easily installed in Raspberry Pi with Python and Linux environment. And Raspberry Pi with ,OpenCV, and attached camera can be used to create many real-time image processing applications like Face ,detection, ...
I want to use Generalized Hough Transform using ,OpenCv,, but i didn't found any documentation. ... which is ,OpenCV implementation, of the generalized Hough transform as described in [Ballard1981]. ... Hough transformation for iris ,detection, in ,OpenCV,. 48. Explain Hough Transformation. 388.
You can use Hough Circle Transform.But the minRadius size and maxRadius size may vary with the images. Its tough to get the accurate result and false ,detection, will be higher. Else there is no such algorithm to detect ",Helmet," in particular.
Object ,Detection,: Detecting objects from the images is one of the most popular applications. Suppose, You want to detect a person sitting on a two-wheeler vehicle without a ,helmet, which is equivalent to a defensible crime. So you can make a system which detects the person without a ,helmet, and captures the vehicle number to add a penalty.