MIT-World Peace University (MIT-WPU) is a top educational institute located in Pune, India. It is recognized within&nbsp;UGC under Government of Maharashtra Act No. XXXV 2017.&nbsp;

It is part of the MIT group of institutions (established in 1983) which covers 10+ campuses across India and has more than 50,000+ students enrolled across various disciplines at a given point of time. The institute houses 15 schools ranging from Engineering &amp; Technology, Design, Pharmacy, Commerce, Governance among others. It offers undergraduate, postgraduate and PhD programs among different disciplines.&nbsp;

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MIT World Peace University

The contribution of this paper is to classify the images with transformation present in it. Transformations in the images are translation, rotation, scale and noise. The accuracy of classification decreases because of translations in the images. The proposed framework uses Convolutional Neural Network (CNN) for classification of transformed images. It consists of two convolutional neural networks, first CNN1, it is the standard CNN trained by images formed by data augmentation approach. Then its performance is tested for dataset of transformed images. The second one CNN2 is trained on only translated images. In the first stage, the images are classified using CNN1. And in the second stage, images misclassified by CNN1 are fed to CNN2 for further classification. The proposed framework is evaluated on hand written digits dataset-MNIST and alphabets dataset by NIST. The result shows that framework proposed outperforms single CNN. © 2018 IEEE.

School of Electronics & Communication Engineering

Engineering and Technology

2018 3rd IEEE International Conference on Recent Trends in Electronics, Information and Communication Technology, RTEICT 2018 - Proceedings

A CNN based framework for translation invariant image classification

In this paper, an antenna-filter is designed andsimulated using IE3D software for UWB range. A UWB circularmonopole microstrip antenna and an UWB filter are cascadedon the same layer to cover ultra wide bandwidth (UWB). Insteadof using the traditional 50Ω interfaces, the impedance betweenthe filter and antenna is optimized to improve the performance.The proposed antenna-filter will operate at the center frequencyof 6.5GHz.