• Title/Summary/Keyword: 양자화 오차

Search Result 132, Processing Time 0.026 seconds

CNN (Convolutional Neural Network) based in-loop filter in HEVC (컨볼루션 신경망을 이용한 고효율 비디오 부호화에서의 인-루프 필터)

  • Park, Woonsung;Kim, Munchurl
    • Proceedings of the Korean Society of Broadcast Engineers Conference
    • /
    • 2016.06a
    • /
    • pp.369-372
    • /
    • 2016
  • 본 논문에서는 고효율 비디오 부호화에서 채택하고 있는 인-루프 필터 중 SAO (sample adaptive offset)를 컨볼루션 신경망으로 대체하여 부호화 효율을 향상시키는 방법을 제안한다. SAO 는 양자화 에러를 줄이기 위해 인코더에서 디코더로 적절한 오프셋 값을 전송한다. 제안하는 컨볼루션 신경망을 사용한 인-루프 필터는 인코더와 디코더가 같은 컨볼루션 신경망을 사용하여, 추가적인 비트를 디코더로 전송할 필요 없이 양자화 에러를 줄일 수 있다. 컨볼루션 신경망의 구조는 두 가지를 각각 사용하였고, 각 컨볼루션 신경망의 구조에 대해서 입력 영상과 원래 영상의 평균제곱오차에 따라 다른 모델을 적용하였다. 따라서 제안하는 방법을 HEVC에 적용하여 기존의 방법보다 더 적은 bit 로 더 좋은 화질의 영상을 얻어서 BD-rate 의 gain 을 얻을 수 있을 뿐만 아니라, 주관적인 화질의 비교에서도 더 좋은 결과를 보인다.

  • PDF

Transform and Quantization for H.264|MPEG-4 Part 10 (H.264|MPEG-4 Part 10 표준의 변환 및 양자화)

  • 김철우;설원희
    • Broadcasting and Media Magazine
    • /
    • v.7 no.3
    • /
    • pp.44-53
    • /
    • 2002
  • 본 논문은 현재 ITU-T와 ISO에 의해서 공동으로 표준화 작업이 진행되고 있는 H.26이 MPEG-4 Part 10표준의 변환(transform) 및 양자화(quantization) 과정에서 대해서 서술하는 것을 목적으로 하고 있다. H.26이 MPEG-4 Part 10 에서는 H.263, MPEG-4등과는 달리 H.26이 MPEG-4 Part 10 표준은 정수 변환(integer transform)을 채택함으로 인해서 구현시의 분해능(resolution)에 따라서 달라질 수 있는 오차(mismatch)를 근원적으로 제거한 것을 가장 큰 특징으로 들 수 있다. 또한 변환 과정을 16 비트 연산으로 가능하도록 설계한 것 또한 여타 표준과 구별 할 수 있는 특징이라 하겠다.

Adaptive Block Truncation Coding Based on Gradient Information (경사도를 이용한 적응 구획 절단 부호화)

  • 신용달;이봉락;이건일
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.18 no.10
    • /
    • pp.1546-1552
    • /
    • 1993
  • We proposed an adaptive block truncation coding(BTC) using gradient and a new initial value. We used gradient of sobel operator as a new category classification coefficient to reduce Jagged appearance at edge part. We defined a new initial value to reduce large quantization error in the 4-level quantizer block including edge part. By computer simulations, we showed that the proposed method less computation load, reduced jagged appearance at edge part, also improved PSNR more than the conventional adaptive BTC.

  • PDF

The Design of Optimal Filters in Vector-Quantized Subband Codecs (벡터양자화된 부대역 코덱에서 최적필터의 구현)

  • 지인호
    • The Journal of the Acoustical Society of Korea
    • /
    • v.19 no.1
    • /
    • pp.97-102
    • /
    • 2000
  • Subband coding is to divide the signal frequency band into a set of uncorrelated frequency bands by filtering and then to encode each of these subbands using a bit allocation rationale matched to the signal energy in that subband. The actual coding of the subband signal can be done using waveform encoding techniques such as PCM, DPCM and vector quantizer(VQ) in order to obtain higher data compression. Most researchers have focused on the error in the quantizer, but not on the overall reconstruction error and its dependence on the filter bank. This paper provides a thorough analysis of subband codecs and further development of optimum filter bank design using vector quantizer. We compute the mean squared reconstruction error(MSE) which depends on N the number of entries in each code book, k the length of each code word, and on the filter bank coefficients. We form this MSE measure in terms of the equivalent quantization model and find the optimum FIR filter coefficients for each channel in the M-band structure for a given bit rate, given filter length, and given input signal correlation model. Specific design examples are worked out for 4-tap filter in 2-band paraunitary filter bank structure. These optimum paraunitary filter coefficients are obtained by using Monte Carlo simulation. We expect that the results of this work could be contributed to study on the optimum design of subband codecs using vector quantizer.

  • PDF

Maximum Error Reduction for Fixed-width Modified Booth Multipliers Based on Error Bound Analysis (오차범위 분석을 통한 고정길이 modified Booth 곱셈기의 최대오차 감소)

  • Cho, Kyung-Ju;Chung, Jin-Gyun
    • Journal of the Institute of Electronics Engineers of Korea SD
    • /
    • v.42 no.10 s.340
    • /
    • pp.29-34
    • /
    • 2005
  • The maximum quantization error has serious effect on the performance of fixed-width multipliers that receive W-bit inputs and produce W-bit products. In this paper, we analyze the error bound of fixed-width modified Booth multipliers. Then, the estimation method for the number of additional columns for fixed-width multipliers is proposed to limit the maximum quantization error within a desired bound. In addition, it is shown that our methodology can be extended to reduced-width multipliers. By simulations, it is shown that the proposed error analysis method is useful to the practical design of fixed-width modified Booth multipliers.

Design of Low Error Fixed-Width Group CSD Multiplier (저오차 고정길이 그룹 CSD 곱셈기 설계)

  • Kim, Yong-Eun;Cho, Kyung-Ju;Chung, Jin-Gyun
    • Journal of the Institute of Electronics Engineers of Korea SD
    • /
    • v.46 no.9
    • /
    • pp.33-38
    • /
    • 2009
  • The group CSD (GCSD) multiplier was recently proposed based on the variation of canonic signed digit (CSD) encoding and partial product sharing. This multiplier provides an efficient design when the multiplications are performed only with a few predetermined coefficients (e.g., FFT). In many DSP applications such as FFT, the (2W-1)-bit product obtained from W-bit multiplicand and W-bit multiplier is quantized to W-bits by eliminating the (W-1) least-significant bits. This paper presents an error compensation method for a fixed-width GCSD multiplier that receives a W-bit input and produces a W-bit product. To efficiently compensate for the quantization error, the encoded signals from the GCSD multiplier are used for the generation of error compensation bias. By Synopsys simulations, it is shown that the proposed method leads to up to 84% reduction in power consumption and up to 79% reduction in area compared with the fixed-width modified Booth multiplier.

Millimeter Wave Energy Transfer based on Beam Steering (밀리미터파를 이용한 빔 조향 기반의 에너지 전송 기술)

  • Han, Yonggue;Jung, Sangwon;Lee, Chungyong
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.54 no.4
    • /
    • pp.10-15
    • /
    • 2017
  • Feedback burden of a full-digital energy beamforming, which is known as the optimal precoding scheme for radio frequency (RF) energy transfer, is huge because it uses a vector quantization for a channel feedback. To reduce the feedback burden, we consider a beam steering based wireless energy transfer, which uses a scalar quantization. Researches related to the beam steering based wireless energy transfer have been studied in special channel model with an assumption of full channel state information at the transmitter. In this paper, we analyze the beam steering scheme compared with the full-digital energy beamforming for practical channel models with channel estimation errors. According to characteristics of the millimeter wave channel, the number of antennas of the base station and the user, the distance between them, and channel estimation errors, we simulate the performance of the beam steering scheme and analyze reasons why.

In-Loop Selective Decontouring Algorithm in Video Coding (비디오 부호화 루프 내에서 의사 윤곽 오차의 선택적 제거 알고리즘)

  • Yoo, Ki-Won;Sohn, Kwang-Hoon
    • Journal of Broadcast Engineering
    • /
    • v.15 no.5
    • /
    • pp.697-702
    • /
    • 2010
  • Contour artifact is known as the unintentional result of quantizing a flat area that has smooth gradients. In this letter, a decontouring algorithm is proposed to efficiently remove false contours that occur in typical block-based video coding applications. First, the algorithm goes through a refinement stage to determine candidate blocks probably having noticeable false contours with different kinds of features in a block. Then, pseudo-random noise masking is applied to those blocks to mitigate the contour artifacts. This block-based selective decontouring can efficiently remove the unnecessary processing of those blocks that have no false contour, which incidentally ensures a minor penalty in visual quality and computational complexity. The proposed algorithm was demonstrated, integrated into H.264/AVC, that visual quality can be significantly enhanced with an ignorable rate-distortion (RD) loss and an minor increase in computational complexity.

Vector Quantization Using a Dynamic Address Mapping (동적 주소 사상을 이용한 벡터 양자화)

  • Bae, Sung-Ho;Seo, Dae-Wha;Park, Kil-Houm
    • The Transactions of the Korea Information Processing Society
    • /
    • v.3 no.5
    • /
    • pp.1307-1316
    • /
    • 1996
  • In this paper, we propose a vector quantization method which uses a dynamic address mapping based on exploring the high interblock correlation. In the proposed method, we reduce bit-rate by defining an address transform function, which maps a VQ address of an input block which will be encoded into a new address in the reordered codebook by using side match error. In one case that an original address can be transformed into a new transformed address which is lower than the threshold value, we encode the new address of the transformed convector, and in the other case we encode the address of the original convector which is not transformed. Experimental results indicate that the proposed scheme reduces the bit-rate by 45~50% compared with the ordi-nary VQ method forimage compression, at the same quality of the reconstructed image as that of the ordinary VQ system.

  • PDF

Efficient Multispectral Image Compression Using Variable Block Size Vector Quantization (가변 블럭 벡터 양자화를 이용한 효율적인 다분광 화상 데이터 압축)

  • Ban, Seong-Won;Kim, Byeong-Ju;Seok, Jeong-Yeop;Gwon, Seong-Geun;Gwon, Gi-Gu;Kim, Yeong-Chun;Lee, Geon-Il
    • Journal of the Institute of Electronics Engineers of Korea SP
    • /
    • v.38 no.6
    • /
    • pp.703-711
    • /
    • 2001
  • In this paper, we propose efficient multispectral image compression using variable block size vector quantization (VQ). In wavelet domain, we perform the variable block size VQ to remove intraband redundancy for a reference band image that has the lowest spatial variance and the best correlation with other band. And in wavelet domain, we perform the classified interband prediction to remove interband redundancy for the remaining bands. Then error wavelet coefficients between original image and predicted image are residual variable block size vector quantized to reduce prediction error. Experiments on remotely sensed satellite image show that coding efficiency of the proposed method is better than that of the conventional method.

  • PDF