• 제목/요약/키워드: Image Compression

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이산코사인변환 기반 이미지 압축 핵심 알고리즘 시각적 재구성 (A Visual Reconstruction of Core Algorithm for Image Compression Based on the DCT (discrete cosine transform))

  • 진찬용;남수태
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2018년도 추계학술대회
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    • pp.180-181
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    • 2018
  • JPEG은 가장 널리 사용되는 표준 이미지 압축기술이다. 본 논문에서는 이미지 압축 알고리즘을 소개하고 압축 및 압축 해제의 각 단계를 서술하고자 한다. 이미지 압축은 디지털 이미지를 데이터 압축을 적용하는 과정이다. 이산여현변환은 시간 도메인에서 주파수 도메인으로 변환하는 기술이다. 먼저, 이미지는 8 by 8 픽셀 블록으로 분할하게 된다. 둘째, 위에서 아래로 왼쪽에서 오른쪽으로 진행하면서 DCT가 각각의 블록에 적용하게 된다. 셋째, 각 블록은 양자화를 통해 압축을 진행한다. 넷째, 이미지를 구성하는 압축된 블록의 배열은 크게 줄어든 공간에 저장된다. 끝으로, 원하는 경우 이미지는 역 이산여현변환 (IDCT)을 사용하는 프로세스인 압축 해제를 통해 재구성하게 된다.

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Development of Stereo PACS Viewer for the 3-D Endoscopic Image

  • Kim, Jeonghoon;Lee, Junyoung;Lee, Sungjae;Lee, Myoungho
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.181.2-181
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    • 2001
  • Stereo PACS (Picture Archiving and Communication System) is not available yet because of some limitations of medical stereo image software and viewing devices. As a stereo PACS viewer, we designed two functions. One is selecting and viewing a multiplexed stereo image directly, and the other is selecting a stereo pair image (left and right sides both) and merging the stereo pair image into a multiplexed image in software. For the medical image compression of 3-D stereo endoscopic images, we used JPEG and Wavelet compression and to determine an acceptable compression rate using PSNR (Peak Signal-to-Noise Ratio). As a result, we got the conclusion that medically acceptable image compression rate should have the PSNR of above about 40[dB] (JPEG (5:1), Wavelet (10:1)).

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뇌 CT 영상의 대칭성을 고려한 관심영역 중심의 효율적인 의료영상 압축 (An Efficient Medical Image Compression Considering Brain CT Images with Bilateral Symmetry)

  • 정재성;이창훈
    • 한국인터넷방송통신학회논문지
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    • 제12권5호
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    • pp.39-54
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    • 2012
  • 오늘날 의료정보화 수준향상과 디지털 병원화의 흐름에 따라 PACS는 의료기관의 핵심 인프라 중 하나로 자리매김하였다. 이와 함께 생산되는 디지털 의료영상의 종류 및 의료영상 데이터가 양적으로 급증하고 있으며, 이는 의료영상 데이터의 효과적인 보관을 위한 의료영상 압축을 중요한 요소로 부각시킨다. 현재 의료영상에 관한 사실상의 표준인 DICOM 규격에서는 의료영상 압축을 위하여 무손실 압축기법인 RLE를 명시하고 있으나, 무손실 범용 압축기법인 RLE는 인체의 대칭성을 가지는 많은 의료영상에 적용하면 높은 압축율 기대하기 힘들다. 이 논문에서는 다양한 의료영상 중 대칭 특성을 크게 내포하는 뇌 CT 영상을 대상으로 하여 영상 내 관심영역을 검출하고 대칭특성에 따라 영상의 픽셀 값을 재코딩하는 전처리 하고 영상을 압축하는 기법을 제안한다. 실험에 의하면, 제안한 기법은 RLE 압축과 영상 내 관심영역을 검출하지 않고 압축할 때와 비교하여 높은 압축률을 보인다.

JPEG COMPRESSION PERFORMANCE ANALYSIS OF MTSAT-1R HRIT_LRIT

  • Kim, Tae-Young;Kim, Tae-Hoon;Ahn, Sang-Il;Sa Kong, Young-Bo
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2006년도 Proceedings of ISRS 2006 PORSEC Volume I
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    • pp.286-289
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    • 2006
  • This paper analyzed the JPEG compression performance of MTSAT-1R(Multi-functional Transport Satellite - 1 Replacement), which is offering the LRIT/HRIT(Low Rate Information Transmissio / High Rate Information Transmission) service now, in order to design the system regarding LRIT/HRIT of COMS(Communication, Ocean and Meteorological Satellite). To do so, we analysed Lossy and Lossless JPEG compression performance regarding the MTSAT-1R LRIT/HRIT data for 10 days, and made comparison to the image characteristics, and understood the JPEG compression characteristics regarding JPEG compression of geostationary meteorological satellite. This result of compression performance analysis is expected to be a reference not only to the system design and realization of COMS LRIT/HRIT but also to those who develop other meteorological satellite receiving systems.

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On the Relationship of Color Image Compression and Gamut: MPEG2

  • Lee, Tae-Hyung;Ha, Yeong-Ho
    • 한국정보디스플레이학회:학술대회논문집
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    • 한국정보디스플레이학회 2009년도 9th International Meeting on Information Display
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    • pp.1232-1235
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    • 2009
  • Image compression techniques such as JPEG and MPEG induce losses of image quality. These losses are usually investigated on the spatial distortions from reconstructed images. Representative specifications are blocking artifacts, color bleeding and smearing. However, the compression techniques also influence the color information. The distortion of color information means distortion of gamut characteristics such as gamut size and unique color from the CIELAB values for each pixel in the reconstructed images. Accordingly, this paper introduces the investigation of the relationship between image compression and the gamut characteristics for reconstructed images using MPEG compression. The results show the consist variation of gamut, hue, and chroma due to MPEG compression.

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JPEG Compression Pereformance Analysis of MTSAT-1R HRIT_LRIT

  • Kim, Tae-Young;Kim, Tae-Hoon;Ahn, Sang-Il;SaKong, Young-Bo
    • 대한원격탐사학회지
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    • 제22권5호
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    • pp.463-468
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    • 2006
  • This paper analyzed the JPEG compression performance of MTSAT-lR (Multi-functional Transport Satellite-1 Replacement), which is offering the LRIT/HRIT (Low Rate Information Transmissio/High Rate Information Transmission) service now, in order to design the system regarding LRIT/HRIT of COMS (Communication, Ocean and Meteorological Satellite). To do so, we analysed Lossy and Lossless JPEG compression performance regarding the MTSAT-1R LRIT/HRIT data for 10 days, and made comparison to the image characteristics, and understood the JPEG compression characteristics regarding JPEG compression of geostationary meteorological satellite. This result of compression performance analysis is expected to be a reference not only to the system design and realization of COMS LRIT/HRIT but also to those who develop other meteorological satellite receiving systems.

Indicator Elimination for Locally Adaptive Scheme Using Data Hiding Technique

  • Chang, Hon-Hang;Chou, Yung-Chen;Shih, Timothy K.
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권12호
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    • pp.4624-4642
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    • 2014
  • Image compression is a popular research issue that focuses on the problems of reducing the size of multimedia files. Vector Quantization (VQ) is a well-known lossy compression method which can significantly reduce the size of a digital image while maintaining acceptable visual quality. A locally adaptive scheme (LAS) was proposed to improve the compression rate of VQ in 1997. However, a LAS needs extra indicators to indicate the sources, consequently the compression rate of LAS will be affected. In this paper, we propose a novel method to eliminate the LAS indicators and so improve the compression rate. The proposed method uses the concept of data hiding to conceal the indicators, thus further improving the compression rate of LAS. From experimental results, it is clearly demonstrated that the proposed method can actually eliminate the extra indicators while successfully improving the compression rate of the LAS.

압축 왜곡 감소를 위한 CNN 기반 이미지 화질개선 알고리즘 (CNN based Image Restoration Method for the Reduction of Compression Artifacts)

  • 이유호;전동산
    • 한국멀티미디어학회논문지
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    • 제25권5호
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    • pp.676-684
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    • 2022
  • As realistic media are widespread in various image processing areas, image or video compression is one of the key technologies to enable real-time applications with limited network bandwidth. Generally, image or video compression cause the unnecessary compression artifacts, such as blocking artifacts and ringing effects. In this study, we propose a Deep Residual Channel-attention Network, so called DRCAN, which consists of an input layer, a feature extractor and an output layer. Experimental results showed that the proposed DRCAN can reduced the total memory size and the inference time by as low as 47% and 59%, respectively. In addition, DRCAN can achieve a better peak signal-to-noise ratio and structural similarity index measure for compressed images compared to the previous methods.

Lossless VQ Indices Compression Based on the High Correlation of Adjacent Image Blocks

  • Wang, Zhi-Hui;Yang, Hai-Rui;Chang, Chin-Chen;Horng, Gwoboa;Huang, Ying-Hsuan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제8권8호
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    • pp.2913-2929
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    • 2014
  • Traditional vector quantization (VQ) schemes encode image blocks as VQ indices, in which there is significant similarity between the image block and the codeword of the VQ index. Thus, the method can compress an image and maintain good image quality. This paper proposes a novel lossless VQ indices compression algorithm to further compress the VQ index table. Our scheme exploits the high correlation of adjacent image blocks to search for the same VQ index with the current encoding index from the neighboring indices. To increase compression efficiency, codewords in the codebook are sorted according to the degree of similarity of adjacent VQ indices to generate a state codebook to find the same index with the current encoding index. Note that the repetition indices both on the search path and in the state codebooks are excluded to increase the possibility for matching the current encoding index. Experimental results illustrated the superiority of our scheme over other compression schemes in the index domain.

CCSDS 122.0-B-1 : 고해상도위성의 영상압축 기술 (CCSDS 122.0-B-1 : An Image Compression Technology for High Resolution Satellites)

  • 서석배;구인회
    • 항공우주산업기술동향
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    • 제6권2호
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    • pp.90-98
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    • 2008
  • 최근 고해상도위성의 개발 및 활용이 활발해지면서, 데이터 전송 및 처리를 위한 영상압축의 중요성이 대두되고 있다. 이에 발맞추어 CCSDS (Consultative Committee for Space Data Systems)에서는 고해상도위성의 영상압축권 고안인 CCSDS 122.0-B-1을 2005년 말에 발표했으며, 이는 향후 고해상도 위성의 영상압축에 널리 적용될 것으로 기대된다. 본 논문에서는 고해상도위성의 최근 동향을 알아보고, CCSDS 122.0-B-1 기반의 고해상도위성 영상압축 기술에 대해 설명하며, JPEG과 성능을 비교한 결과를 기술한다.

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