• DocumentCode
    641319
  • Title

    Adaptive texture and color feature based color image compression

  • Author

    Patil, Neelamma K. ; Murgod, Suresh F. ; Boregowda, Lokesh ; Udupi, V.R.

  • Author_Institution
    Dept. of Telecommun. Eng., KLES Coll. of Eng. & Technol., Belgaum, India
  • fYear
    2013
  • fDate
    28-29 March 2013
  • Firstpage
    82
  • Lastpage
    86
  • Abstract
    High compression is essential for storage and transmission of color images in multimedia communication. Efficient utilization of bandwidth and storage space is challenging task since we deal with millions of images and videos in day to day life. Lossy adaptive compression for color images is in demand as compared to grayscale images. The discrete cosine transform (DCT) is widely used in image and video coding schemes that has shown greater degree of compression as used in JPEG coder. Redundant information in an image needs to be eliminated by adopting intelligent method. In this paper, we propose efficient color and texture feature based adaptive color image compression. Color conversion from RGB to YCbCr is performed to extract color and texture features. The extracted features are used to select non-zero (significant) DCT coefficients. The storage space and bandwidth during transmission is efficiently utilized by encoding non-zero DCT coefficients and thereby preserving texture and color information in the reconstructed image. Experimentation has been carried out on different image formats successfully. The proposed technique is simple and straight forward. A good compression has been achieved with good MSE and PSNR. Experimental results for adaptive, using all coefficients and RGB color model with 20 coefficients are computed in terms of compression ratio and quality of reconstructed image are compared. The proposed adaptive method has achieved good compression ratio by retaining color and texture features.
  • Keywords
    codecs; data compression; discrete cosine transforms; feature extraction; image coding; image colour analysis; image reconstruction; image texture; mean square error methods; DCT coefficients; JPEG coder; MSE; PSNR; RGB; YCbCr; color conversion; color feature based color image compression; color images storage; color images transmission; discrete cosine transform; efficient color based adaptive color image compression; extracted features; grayscale images; lossy adaptive compression; nonzero DCT coefficients encoding; reconstructed image; texture feature based adaptive color image compression; Discrete cosine transforms; Image coding; Image reconstruction; Propagation losses; Color Features; Compression Ratio (CR); Discrete Cosine Transform (DCT); Inverse ASDC (IASDC); Inverse DCT (IDCT); Texture Features; Without Feature Extraction (WFE); adaptive significant DCT coefficients (ASDC);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Smart Structures and Systems (ICSSS), 2013 IEEE International Conference on
  • Conference_Location
    Chennai
  • Print_ISBN
    978-1-4673-6240-5
  • Type

    conf

  • DOI
    10.1109/ICSSS.2013.6623006
  • Filename
    6623006