Scalable Image Classification Using Compression

Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2016, Vol 18, Issue 4

Abstract

 The increasing rate of data growth has led to finding techniques for faster processing of data. Big Data analytics has recently emerged as a promising field for examining huge volume of datasets containing different data types. It is a known fact that image processing and retrieval involves high computation especiallywith a large dataset. We present a scalable method for face recognition based on sparse coding and dictionary learning. Sparse representation has closer resemblance with a cortex like image representation and thus more closer to human perception. The proposed method parallelizes the computation of image similarity for faster recognition.

Authors and Affiliations

Akshata K. Naik , Dr. Dinesh Acharya U

Keywords

Related Articles

Security Suite for IT and Telecom Industries

Abstract: Security is the biggest concern nowadays faced by various companies as security threats are more prevalent. This „openness‟ is the reason because of which protecting networks and business data is even more diff...

 A Secure Data Transmission by Embedding Marked Encrypted Image on Cloak Image

 Abstract: A mobile WSN is considered as a collection of wireless mobile nodes and a base station forming an ad-hoc network. This type of network is used in various areas; such as underwater and underground. Each no...

 Comparative Analysis of Various Grid Based SchedulingAlgorithms

 Abstract : Grid computing provides access to heterogeneous resources which are distributed geographicallywhich makes resource scheduling a complex problem. Hence, scheduling algorithms are necessary whichallocate j...

Optimizing Neuro-Fuzzy Fault Diagnostic Algorithm for Photovoltaic Systems

Abstract: The main goal of this research is to develop a novel optimum neuro-fuzzy system for diagnosis the complex and dynamic systems. .It has used the Particle Swarm Optimization (PSO) technique for training the Adapt...

“Classification of Spam Categorization on Hindi Documents using Bayesian Classifier”

In the current e-world, mostly all the transactions and the business are taking place through e-mails. Now a day, e-mail has become a powerful tool for communication as it saves a lot of time, paper and cost. But, due to...

Download PDF file
  • EP ID EP107068
  • DOI -
  • Views 101
  • Downloads 0

How To Cite

Akshata K. Naik, Dr. Dinesh Acharya U (2016).  Scalable Image Classification Using Compression. IOSR Journals (IOSR Journal of Computer Engineering), 18(4), 1-5. https://europub.co.uk./articles/-A-107068