• Title/Summary/Keyword: Quantization step-size

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An Improvement Method of Subjective Picture Quality within Concerned Region for H.264 Video Coding (H.264 동영상 부호화에서 관심영역의 주관적 화질 개선 방법)

  • Lee, Ho-Young;Kwon, Soon-Kak;Lee, Jung-Hwa
    • Journal of Korea Multimedia Society
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    • v.12 no.7
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    • pp.913-921
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    • 2009
  • Quantization is an essential method for compression of video. The quantizer can adjust the bitrate and control the picture quality. Especially, the subjective picture quality can be improved if the concerned region within a video sequence has good picture quality. In this paper, firstly a classification method according to the subjective concerned region within the video sequence is suggested. Also we propose a method that assigns the quantization step-size differentially according to the concerned region within the video. Totally subjective picture quality can be increased by appling the quantization step-size as small value relatively for the concerned region compared with the other regions. We can find the result that the proposed method gives the improved picture quality by assigning differently quantization step-size and the best improvement can be brought when the difference between maximum and minimum values of the quantization step-size in a picture is from 4 to 8.

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An Adaptive Algorithm for the Quantization Step Size Control of MPEG-2

  • Cho, Nam-Ik
    • Journal of Electrical Engineering and information Science
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    • v.2 no.6
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    • pp.138-145
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    • 1997
  • This paper proposes an adaptive algorithm for the quantization step size control of MPEG-2, using the information obtained from the previously encoded picture. Before quantizing the DCT coefficients, the properties of reconstruction error of each macro block (MB) is predicted from the previous frame. For the prediction of the error of current MB, a block with the size of MB in the previous frame are chosen by use of the motion vector. Since the original and reconstructed images of the previous frame are available in the encoder, we can calculate the reconstruction error of this block. This error is considered as the expected error of the current MB if it is quantized with the same step size and bit rate. Comparing the error of the MB with the average of overall MBs, if it is larger than the average, small step size is given for this MB, and vice versa. As a result, the error distribution of the MB is more concentrated to the average, giving low variance and improved image quality. Especially for the low bit application, the proposed algorithm gives much smaller error variance and higher PSNR compared to TM5 (test model 5).

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Picture Quality Control Method for Region of Interest by Using Depth Information (깊이정보를 이용한 관심영역의 화질 제어 방법)

  • Kwon, Soon-Kak;Park, Yoo-Hyun
    • Journal of Broadcast Engineering
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    • v.17 no.4
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    • pp.670-675
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    • 2012
  • If the region of interest (ROI) is set within the picture of image and video and the high quality is provided in ROI compared to Non ROI, then overall subjective picture quality can be increased. ROI extracted by the color camera only increases the calculation complexity and reduces the extraction accuracy. In this paper, we use depth camera to set the ROI and calculate the object distance from camera, then propose a method that the different picture quality is controlled by depending on the distance of an object. That is, we apply a high quantization step size to the far object, but relatively a low quantization step size to the close object, so better picture quality can be provided. Simulation results show that applying the differential quantization step size to the distance of objects by the proposed method can improve the subjective picture quality.

Conversion Loss for the Quantizer of GPS Civil Receiver in Heavy Wideband Gaussian Noise Environments (강한 광대역정규잡음 환경에서 GPS 상용 수신기 양자화기의 변환 손실 분석)

  • Yoo, Seungsoo;Kim, Sun Yong
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.38A no.9
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    • pp.792-797
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    • 2013
  • This paper has derived the conversion loss according to the synchronized condition between the transmitted and locally generated spreading signals for the civil global positioning system (GPS) receiver in the heavy wideband Gaussian noise environments. From this, the outputs of the 2-bit nonuniform quantizer, which has the minimum conversion loss, is set to ${\pm}1$ and ${\pm}2$, while the quantization step size is approximated to the jamming-to-signal power ratio.

The design of quantization and inverse quantization unit (Q_IQ unit) module with video encoder (비디오 인코더용 양자화 및 역양자화기(Q_IQ unit) 모듈의 설계)

  • 김은원;조원경
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.34C no.11
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    • pp.20-28
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    • 1997
  • In this paper, quantization and inverse quantizatio unit, a sa component of MPEG-2 moving picture compression system, ar edesigned. In the processing of quantization, this design adopted newly designed arithmetic units in which quantization matrices and scale code was expressed with SD(signed-digit) code. In the arithmetic unit of inverse quantization, quantization scale code, which has 5-bits length, is splited into two pieces; 2-bits for control code, 3-bits for quantization data, and the method to devise quantization step size is proposed. The design was coded with VHDL and synthesis results in that it consumed about 6,110 gates, and operating speed is 52MHz.

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A Simple Transcoding Method for H.264 Coding System (H.264 부호화시스템에서 간단한 비트열 변환 기법)

  • Yang, Young-Hyun;Kwon, Soon-Kak
    • Journal of Korea Multimedia Society
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    • v.9 no.7
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    • pp.818-826
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    • 2006
  • In this paper, we investigate the relationship of bitrate and quantization parameter needed for the trans-coding method that makes the H.264 bitstream of a particular bitrate to the other titrate. Also we propose the new method in order to transcode the titrate between H.264 video coded bitstreams. The proposed transcoding method updates the model parameters from previous picture or slice by using the approximated relationship of bitrate and quantization step-size and finds the target quantization step-size, and then generates the target titrate by simple coding processing just after requantization. Therefore, the proposed method does not need the complex bitrate control and converts to the target titrate by simple implementation. From simulation, we can see that the proposed method transcodes exactly to an assigned target bitrate for the four test sequences with different their characteristics.

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Watermarking for Tamper Proofing of Still Images (정지영상의 Tamper Proofing을 위한 워터마킹)

  • 황희근;이동규;이두수
    • Proceedings of the IEEK Conference
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    • 2001.09a
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    • pp.223-226
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    • 2001
  • In this paper, we propose a robust and fragile watermarking technique for tamper proofing of still images. Robust watermarks are embedded by quantization with a robust quantization step-size, and it is imperceptible value for human visual system. Fragile watermarks are embedded by thresholding and quantization with EW(Embedded Zerotree Wavelet) algorithm. The proposed method enables us to distinguish malicious change from non-malicious change. Futhermore this technique enables us to find tampering regions and degrees.

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Audio Watermarking Using Quantization Index Modulation on Significant Peaks in Frequency Domain (주파수 영역에서 주요 피크에 QIM을 적용한 오디오 워터마킹)

  • Kang, Jung-Sun;Cho, Sang-Jin
    • The Journal of the Acoustical Society of Korea
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    • v.30 no.6
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    • pp.303-307
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    • 2011
  • This paper describes an audio watermarking using Quantization Index Modulation (QIM) on significant peaks in frequency domain. The audio signal is broken up into L samples length frames with non-overlapping and rectangular window. The zero-crossing rate of each frame is calculated for decision whether it is proper to be watermarked or not. If the frame is legitimate, frequency magnitude response is computed by discrete Fourier transform. For the QIM, we set the quantization step size based on maximum value of frequency magnitude response and select n significant peaks with w samples around them in frequency domain, totally $n{\times}(w+1)$ samples. Finally, watermark embedding is performed. Decoder extract watermarks based on Euclidean distance, that is a blind detection. The proposed method is robust against many attacks of watermark benchmark.

Optimal Range of the Step Size in LMS Adative Algorithm (LMS 적응 알고리즘의 스텝크기의 적정 범위에 관한 연구)

  • 박영철;정창경;차균현
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.18 no.2
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    • pp.178-183
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    • 1993
  • This paper presents a new optimal range of the step size to converge LMS adaptive algorithm considering quantization error of equalizer coefficient and excess MSE. And the simulation of transversal equalizer shows the propriety of it.

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Web Service Platform for Optimal Quantization of CNN Models (CNN 모델의 최적 양자화를 위한 웹 서비스 플랫폼)

  • Roh, Jaewon;Lim, Chaemin;Cho, Sang-Young
    • Journal of the Semiconductor & Display Technology
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    • v.20 no.4
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    • pp.151-156
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    • 2021
  • Low-end IoT devices do not have enough computation and memory resources for DNN learning and inference. Integer quantization of real-type neural network models can reduce model size, hardware computational burden, and power consumption. This paper describes the design and implementation of a web-based quantization platform for CNN deep learning accelerator chips. In the web service platform, we implemented visualization of the model through a convenient UI, analysis of each step of inference, and detailed editing of the model. Additionally, a data augmentation function and a management function of files that store models and inference intermediate results are provided. The implemented functions were verified using three YOLO models.