A Technique for Image Compression by using GSOM Algorithm

نویسندگان

  • Aslam Khan
  • Sanjay K Mishra
  • Shiv K. Sahu
  • Amit Mishra
  • Siva Nagi Reddy
  • R. C. Gonzales
  • R. E. Woods
  • Jaisheel Mistry
  • Fulufhelo V. Nelwamondo
  • Tshilidzi Marwala
  • B. Verma
  • M. Blumenstein
  • S. Kulkarni
  • Anna Durai
  • Md. I. Bhuiyan
  • Md. K. Hassan
  • Vishal Moyal
  • Anuj Sharma
  • Mahendra Pratap
  • Mamta Sharma
  • S. L. Bawa
  • Sangeeta Mishra
چکیده

In this research work a technique is proposed for image compression which is based on Neural Network. Here image compression is done by using Growing Self Organizing Map algorithm (GSOM). This proposed work may be compression up to 90% of the source files. Refer ences K. Siva Nagi Reddy, Dr. B. R. Vikram, L. Koteswara Rao"Image Compression and reconstruction using a new approach by artificial neural network", International journal of image processing ", volume -6, Issue-2, 2012, pp:68-85.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Implementation of VlSI Based Image Compression Approach on Reconfigurable Computing System - A Survey

Image data require huge amounts of disk space and large bandwidths for transmission. Hence, imagecompression is necessary to reduce the amount of data required to represent a digital image. Thereforean efficient technique for image compression is highly pushed to demand. Although, lots of compressiontechniques are available, but the technique which is faster, memory efficient and simple, surely...

متن کامل

فشرده‌سازی تصویر با کمک حذف و کدگذاری هوشمندانه اطلاعات تصویر و بازسازی آن با استفاده از الگوریتم های ترمیم تصویر

Compression can be done by lossy or lossless methods. The lossy methods have been used more widely than the lossless compression. Although, many methods for image compression have been proposed yet, the methods using intelligent skipping proper to the visual models has not been considered in the literature. Image inpainting refers to the application of sophisticated algorithms to replace lost o...

متن کامل

ارائه روشی برای پیش‌پردازش تصویر جهت بهبود عملکرد JPEG

A lot of researchs have been performed in image compression and different methods have been proposed. Each of the existing methods presents different compression rates on various images. By identifing the effective parameters in a compression algorithm and strengthen them in the preprocessing stage, the compression rate of the algorithm can be improved. JPEG is one of the successful compression...

متن کامل

Optimization of Energy Consumption in Image Transmission in Wireless Sensor Networks (WSNs) using a Hybrid Method

In wireless sensor networks (WSNs)‎, ‎sensor nodes have limited resources with regard to computation‎, ‎storage‎, ‎communication bandwidth‎, ‎and the most important of all‎, ‎energy supply‎. ‎In addition‎, ‎in many applications of sensor networks‎, ‎we need to send images to a sink node‎. ‎Therefore‎, ‎we have to use methods for sending images in which the number and volume of packets are optim...

متن کامل

A Novel Color Image Compression Method Using Eigenimages

Since the birth of multi–spectral imaging techniques, there has been a tendency to consider and process this new type of data as a set of parallel gray–scale images, instead of an ensemble of an n–D realization. Although, even now, some researchers make the same assumption, it is proved that using vector geometries leads to better results. In this paper, first a method is prop...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014