• Title/Summary/Keyword: Encoder-Decoder

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Channel Estimation for Block-Based Distributed Video Coding (블록 기반의 분산 비디오 코딩을 위한 채널 예측 기법)

  • Min, Kyung-Yeon;Park, Sea-Nae;Yoo, Sung-Eun;Sim, Dong-Gyu;Jeon, Byeung-Woo
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.48 no.2
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    • pp.53-64
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    • 2011
  • In this paper, we propose a channel estimation of side information method based received motion vectors for distributed video coding. The proposed decoder estimates motion vectors of side information and transmits it to the encoder. As the proposed encoder generates side information which is the same to one in the decoder with received motion vectors, accuracy of side information of the decoder is assessed and it is transmitted to decoder. The proposed decoder can also estimate accurate crossover probability with received error information. As the proposed method conducts correct belief propagation, computational complexity of the channel decoder decreases and error correction capability is significantly improved with the smaller amount of parity bits. Experimental results show that the proposed algorithm is better in rate-distortion performance and it is faster than several conventional distributed video coding methods.

Implementation of MP3 decoder with TMS320C541 DSP (TMS320C541 DSP를 이용한 MP3 디코더 구현)

  • 윤병우
    • Journal of the Institute of Convergence Signal Processing
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    • v.4 no.3
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    • pp.7-14
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    • 2003
  • MPEG-1 audio standard is the algorithm for the compression of high-qualify digital audio signals. The standard dictates the functions of encoder and decoder pair, and includes three different layers as the complexity and the performance of the encoder and decoder. In this paper, we implemented the real-time system of MPEG-1 audio layer III decoder(MP3) with the TMS320C541 fixed point DSP chip. MP3 algorithm uses psycho-acoustic characteristic of human hearing system, and it reduces the amount of data with eliminating the signals hard to be heard to the hearing system of human being. It is difficult to implement MP3 decoder with fixed Point DSP because of it's broad dynamic range. We implemented realtime system with fixed DSP chip by using weighted look-up tables to reduce the amount of calculation and solve the problem of broad dynamic range.

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Efficient Partial Parallel Encoders for IRA Codes in DVB-S2 (DVB-S2 IRA Code를 위한 최적 부호화 방법)

  • Hwang, Sung-Oh;Lee, Jai-Yong
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.35 no.11C
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    • pp.901-906
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    • 2010
  • Low density parity check (LDPC) code, first introduced by Gallager and re-discovered by MacKay et al, has attracted researcher's interest mainly due to their performance and low decoding complexity. It was remarkable that the performance is very close to Shannon capacity limit under the assumption of having long codeword length and iterative decoder. However, comparing to turbo codes widely used in the current mobile communication, the encoding complexity of LDPC codes has been regarded as the drawback. This paper proposes a solution for DVB-S2 LDPC encoder to reduce the encoder latency. We use the fast IRA encoder that use the transformation of the parity check matrix into block-wise form and the partial parallel process to reduce the number of system clocks for the IRA code encoding. We compare the proposed encoder with the current DVB-S2 encoder to show that the performance of proposal is better than that of the current DVB-S2 encoder.

Anomaly Detection In Real Power Plant Vibration Data by MSCRED Base Model Improved By Subset Sampling Validation (Subset 샘플링 검증 기법을 활용한 MSCRED 모델 기반 발전소 진동 데이터의 이상 진단)

  • Hong, Su-Woong;Kwon, Jang-Woo
    • Journal of Convergence for Information Technology
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    • v.12 no.1
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    • pp.31-38
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    • 2022
  • This paper applies an expert independent unsupervised neural network learning-based multivariate time series data analysis model, MSCRED(Multi-Scale Convolutional Recurrent Encoder-Decoder), and to overcome the limitation, because the MCRED is based on Auto-encoder model, that train data must not to be contaminated, by using learning data sampling technique, called Subset Sampling Validation. By using the vibration data of power plant equipment that has been labeled, the classification performance of MSCRED is evaluated with the Anomaly Score in many cases, 1) the abnormal data is mixed with the training data 2) when the abnormal data is removed from the training data in case 1. Through this, this paper presents an expert-independent anomaly diagnosis framework that is strong against error data, and presents a concise and accurate solution in various fields of multivariate time series data.

The Region-of-Interest Based Pixel Domain Distributed Video Coding With Low Decoding Complexity (관심 영역 기반의 픽셀 도메인 분산 비디오 부호)

  • Jung, Chun-Sung;Kim, Ung-Hwan;Jun, Dong-San;Park, Hyun-Wook;Ha, Jeong-Seok
    • Journal of the Institute of Electronics Engineers of Korea SP
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    • v.47 no.4
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    • pp.79-89
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    • 2010
  • Recently, distributed video coding (DVC) has been actively studied for low complexity video encoder. The complexity of the encoder in DVC is much simpler than that of traditional video coding schemes such as H.264/AVC, but the complexity of the decoder in DVC increases. In this paper, we propose the Region-Of-Interest (ROI) based DVC with low decoding complexity. The proposed scheme uses the ROI, the region the motion of objects is quickly moving as the input of the Wyner-Ziv (WZ) encoder instead of the whole WZ frame. In this case, the complexity of encoder and decoder is reduced, and the bite rate decreases. Experimental results show that the proposed scheme obtain 0.95 dB as the maximum PSNR gain in Hall Monitor sequence and 1.87 dB in Salesman sequence. Moreover, the complexity of encoder and decoder in the proposed scheme is significantly reduced by 73.7% and 63.3% over the traditional DVC scheme, respectively. In addition, we employ the layered belief propagation (LBP) algorithm whose decoding convergence speed is 1.73 times faster than belief propagation algorithm as the Low-Density Parity-Check (LDPC) decoder for low decoding complexity.

Improving Encoder Complexity and Coding Method of the Split Information in HEVC (HEVC에서 인코더 계산 복잡도 개선 및 분할 정보 부호화 방법)

  • Lee, Han-Soo;Kim, Kyung-Yong;Kim, Tae-Ryong;Park, Gwang-Hoon;Kim, Hui-Yong;Lim, Sung-Chang;Lee, Jin-Ho
    • Journal of Broadcast Engineering
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    • v.17 no.2
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    • pp.325-343
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    • 2012
  • This paper proposes the coding method to predict the split structure of LCU in the current frame on the basis of the reference frame or temporally-previous frame. HEVC encoder determines split structure according to image characteristics in LCU which is an basic element of CU. The split structure of the current LCU is very similar to the split structure of collocated LCU in the reference frame or temporally-previous frame. Thus, this paper proposes the method to reduce the encoder computational complexity by predicting split structure of the current LCU on the basis of that of collocated LCU in the reference frame or temporally-previous frame. And it also proposes the method to reduce the BD-Bitrate by coding after the prediction of the CU split information. The simulation results of changing only encoder showed that the mean of encoder computational complexity was lower by 21.3%, the decoder computational complexity was negligible change and the BD-Bitrate increase by the maximum of 0.6%. Also, the method changing encoder, bitstream, and decoder improves the mean of encoder computational complexity was lower by 22%, the decoder computational complexity was negligible change and the BD-Bitrate is improved to the maximum of 0.3%. When compared with the conventional method, indicating that the proposed method is superior.

Demosaicing based Image Compression with Channel-wise Decoder

  • Indra Imanuel;Suk-Ho Lee
    • International Journal of Internet, Broadcasting and Communication
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    • v.15 no.4
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    • pp.74-83
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    • 2023
  • In this paper, we propose an image compression scheme which uses a demosaicking network and a channel-wise decoder in the decoding network. For the demosaicing network, we use as the input a colored mosaiced pattern rather than the well-known Bayer pattern. The use of a colored mosaiced pattern results in the mosaiced image containing a greater amount of information pertaining to the original image. Therefore, it contributes to result in a better color reconstruction. The channel-wise decoder is composed of multiple decoders where each decoder is responsible for each channel in the color image, i.e., the R, G, and B channels. The encoder and decoder are both implemented by wavelet based auto-encoders for better performance. Experimental results verify that the separated channel-wise decoders and the colored mosaic pattern produce a better reconstructed color image than a single decoder. When combining the colored CFA with the multi-decoder, the PSNR metric exhibits an increase of over 2dB for three-times compression and approximately 0.6dB for twelve-times compression compared to the Bayer CFA with a single decoder. Therefore, the compression rate is also increased with the proposed method than with the method using a single decoder on the Bayer patterned mosaic image.

Using DSP Algorithms for CRC in a CAN Controller

  • Juan, Ronnie O. Serfa;Kim, Hi Seok
    • IEIE Transactions on Smart Processing and Computing
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    • v.5 no.1
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    • pp.29-34
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    • 2016
  • A controller area network (CAN) controller is an integral part of an electronic control unit, particularly in an advanced driver assistance system application, and its characteristics should always be advantageous in all aspects of functionality especially in real time application. The cost should be low, while maintaining the functionality and reliability of the technology. However, a CAN protocol implementing serial operation results in slow throughput, especially in a cyclical redundancy checking (CRC) unit. In this paper, digital signal processing (DSP) algorithms are implemented, namely pipelining, unfolding, and retiming the CAN controller in the CRC unit, particularly for the encoder and decoder sections. It must attain a feasible iteration bound, a critical path that is appropriate for a CAN system, and must obtain a superior design of a high-speed parallel circuit for the CRC unit in order to have a faster transmission rate. The source code for the encoder and decoder was formulated in the Verilog hardware description language.

Question Answering System that Combines Deep Learning and Information Retrieval (딥러닝과 정보검색을 결합한 질의응답 시스템)

  • Lee, Hyeon-gu;Kim, Harksoo
    • 한국어정보학회:학술대회논문집
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    • 2016.10a
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    • pp.134-138
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    • 2016
  • 정보의 양이 빠르게 증가함으로 인해 필요한 정보만을 효율적으로 얻기 위한 질의응답 시스템의 중요도가 늘어나고 있다. 그 중에서도 질의 문장에서 주어와 관계를 추출하여 정답을 찾는 지식베이스 기반 질의응답 시스템이 활발히 연구되고 있다. 그러나 기존 지식베이스 기반 질의응답 시스템은 하나의 질의 문장만을 사용하므로 정보가 부족한 단점이 있다. 본 논문에서는 이러한 단점을 해결하고자 정보검색을 통해 질의와 유사한 문장을 찾고 Recurrent Neural Encoder-Decoder에 검색된 문장과 질의를 함께 활용하여 주어와 관계를 찾는 모델을 제안한다. bAbI SimpleQuestions v2 데이터를 이용한 실험에서 제안 모델은 질의만 사용하여 주어와 관계를 찾는 모델보다 좋은 성능(정확도 주어:33.2%, 관계:56.4%)을 보였다.

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An Encoder-Decoder for Optical CDMA System by Using an array of Superstructured Fiber Bragg Gratings (Superstructure 광섬유 브래그격자(SSFBG)를 이용한 광코드분할다중화 부호기 및 복호기)

  • Kim, Sung-Chul;Shin, Seo-Yong
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.1 no.1
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    • pp.75-78
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    • 2008
  • In this paper, we proposed a novel encoder/decoder for an optical CDMA(code division multiple access) system by using an array of SSFBGs(superstructured fiber Bragg gratings). The feasibility of the system is shown by the simulations. The Q-factor for the system was 14.53 dB when the well-known Gold codes are used.

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