Literature DB >> 33807805

3D DCT Based Image Compression Method for the Medical Endoscopic Application.

Jiawen Xue1, Li Yin1, Zehua Lan1, Mingzhu Long1, Guolin Li2, Zhihua Wang1, Xiang Xie1,3.   

Abstract

This paper proposes a novel 3D discrete cosine transform (DCT) based image compression method for medical endoscopic applications. Due to the high correlation among color components of wireless capsule endoscopy (WCE) images, the original 2D Bayer data pattern is reconstructed into a new 3D data pattern, and 3D DCT is adopted to compress the 3D data for high compression ratio and high quality. For the low computational complexity of 3D-DCT, an optimized 4-point DCT butterfly structure without multiplication operation is proposed. Due to the unique characteristics of the 3D data pattern, the quantization and zigzag scan are ameliorated. To further improve the visual quality of decompressed images, a frequency-domain filter is proposed to eliminate the blocking artifacts adaptively. Experiments show that our method attains an average compression ratio (CR) of 22.94:1 with the peak signal to noise ratio (PSNR) of 40.73 dB, which outperforms state-of-the-art methods.

Entities:  

Keywords:  3D DCT; image compression; wireless capsule endoscopy (WCE)

Mesh:

Year:  2021        PMID: 33807805      PMCID: PMC7961525          DOI: 10.3390/s21051817

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  8 in total

1.  Wireless capsule endoscopy.

Authors:  G Iddan; G Meron; A Glukhovsky; P Swain
Journal:  Nature       Date:  2000-05-25       Impact factor: 49.962

2.  Removing the blocking artifacts of block-based DCT compressed images.

Authors:  Ying Luo; Rabab K Ward
Journal:  IEEE Trans Image Process       Date:  2003       Impact factor: 10.856

3.  Design of Endoscopic Capsule With Multiple Cameras.

Authors:  Yingke Gu; Xiang Xie; Guolin Li; Tianjia Sun; Dan Wang; Zheng Yin; Pengfei Zhang; Zhihua Wang
Journal:  IEEE Trans Biomed Circuits Syst       Date:  2014-11-05       Impact factor: 3.833

4.  An improved YEF-DCT based compression algorithm for video capsule endoscopy.

Authors:  Atahar Mostafa; Tareq Khan; Khan Wahid
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2014

5.  Fast Adaptive Bilateral Filtering.

Authors:  Ruturaj G Gavaskar; Kunal N Chaudhury
Journal:  IEEE Trans Image Process       Date:  2018-09-20       Impact factor: 10.856

6.  Learned Fast HEVC Intra Coding.

Authors:  Zhibo Chen; Jun Shi; Weiping Li
Journal:  IEEE Trans Image Process       Date:  2020-03-30       Impact factor: 10.856

Review 7.  Are Current Advances of Compression Algorithms for Capsule Endoscopy Enough? A Technical Review.

Authors:  Mohammad Wajih Alam; Md Mehedi Hasan; Shahed Khan Mohammed; Farah Deeba; Khan A Wahid
Journal:  IEEE Rev Biomed Eng       Date:  2017-09-26

8.  Design of a lossless image compression system for video capsule endoscopy and its performance in in-vivo trials.

Authors:  Tareq H Khan; Khan A Wahid
Journal:  Sensors (Basel)       Date:  2014-11-04       Impact factor: 3.576

  8 in total
  1 in total

1.  Lossless Medical Image Compression by Using Difference Transform.

Authors:  Rafael Rojas-Hernández; Juan Luis Díaz-de-León-Santiago; Grettel Barceló-Alonso; Jorge Bautista-López; Valentin Trujillo-Mora; Julio César Salgado-Ramírez
Journal:  Entropy (Basel)       Date:  2022-07-08       Impact factor: 2.738

  1 in total

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