• Title/Summary/Keyword: 벡터요소

Search Result 480, Processing Time 0.032 seconds

Development of Character Recognition using Adaptive Algorithm at the Car License Plate (적응 알고리즘을 이용한 자동차 번호판 인식 시스템 개발)

  • 장승주;김성관;최만림
    • Proceedings of the Korea Institute of Convergence Signal Processing
    • /
    • 2000.08a
    • /
    • pp.245-248
    • /
    • 2000
  • 자동차 번호판 인식 시스템에서 가장 중요한 요소는 자동차 이미지 영역에서 번호판 영역을 추출, 추출된 영역에서 문자 추출, 추출된 문자의 인식 등의 과정이다. 본 논문은 자동차 번호판 인식 과정에서 적응 알고리즘을 이용하여 보다 정확한 인식이 될 수 있도록 한다. 본 논문에서 사용하는 적응 알고리즘은 기존의 방식과는 달리 특정한 알고리즘을 이용한 인식을 하지 않고 다양한 알고리즘을 이용한 인식 결과의 조합으로 최적의 해법을 찾는다. 번호판 인식을 위한 적응 알고리즘은 원형 정합 알고리즘, 벡터 알고리즘, 세선화 알고리즘 등이다. 적응 알고리즘을 이용한 실험 결과 자동차 이미지에 대해서 90% 이상 인식이 가능함을 확인할 수 있었다.

  • PDF

A Comparative Study on the Performance of Korean Sentence Embedding (Word2Vec, GloVe 및 RoBERTa 등의 모델을 활용한 한국어 문장 임베딩 성능 비교 연구)

  • Seok, Juree;Lim, Heuiseok
    • Annual Conference on Human and Language Technology
    • /
    • 2021.10a
    • /
    • pp.444-449
    • /
    • 2021
  • 자연어처리에서 임베딩이란 사람의 언어를 컴퓨터가 이해할 수 있는 벡터로 변환한 것으로 자연어처리의 필수 요소 중 하나이다. 본 논문에서는 단어 기반 임베딩인 Word2Vec, GloVe, fastText와 문장 기반 임베딩 기법인 BERT와 M-USE, RoBERTa를 사용하여 한국어 문장 임베딩을 만들어 NSMC, KorNLI, KorSTS 세 가지 태스크에 대한 성능을 확인해보았다. 그 결과 태스크에 따라서 적합한 한국어 문장 임베딩 기법이 달라지며, 태스크에 따라서는 BERT의 평균 임베딩보다 GloVe의 평균 임베딩과 같은 단어 기반의 임베딩이 좋은 성능을 보일 수 있음을 확인할 수 있었다.

  • PDF

3D Augmented pose estimation through GAN based image synthesis (GAN 기반 이미지 합성을 통한 3차원 증강 자세 추정)

  • Park, Chan;Moon, Nammee
    • Annual Conference of KIPS
    • /
    • 2022.05a
    • /
    • pp.667-669
    • /
    • 2022
  • 2차원 이미지를 통한 자세 추정의 경우 관절이 겹치거나 가려져 있는 등의 인식 저해 요소로 인하여 자세 추정 정확도가 감소하는 한계가 있다. 본 논문에서는 GAN을 통해 2차원 이미지를 3차원으로 증강한 뒤 자세를 추정하는 기법을 제안한다. 제안하는 방법은 2차원 이미지의 평면좌표 값에서 GAN을 통해 노이즈 벡터 z축 값과 피사체에 투영되는 빛의 방향 값을 반영한 3차원 이미지를 만든다. 이러한 이미지 합성 과정을 거친 후 DeepLabCut을 사용해 관절 좌표를 추출하고 자세 추정 및 분류를 진행한다. 이를 통해 2차원에서의 자세 추정 정확도 향상을 기대할 수 있으며, 향후 이를 기반한 이상행동 탐지 분야에서 적용할 수 있다.

Travel Pattern Analysis Using TCS Data and GIS in Korea (TCS 자료 및 GIS를 이용한 한국의 통행패턴 분석)

  • Kim, Jae-Hun;Chung, Jin-Hyuk;Choi, Min-Hwan;Chang, Hoon
    • Journal of Korean Society of Transportation
    • /
    • v.26 no.3
    • /
    • pp.75-84
    • /
    • 2008
  • In 2002, the 5-day workweek policy was effective in Korea. As we have expected, the 5-day workweek policy has changed people's travel behavior during weekdays and weekends. Several studies have been done to understand these changes and impacts on transportation systems. However, these studies have only focused on travel pattern changes without considering spatial factors. Said in another way, although individual travel pattern changes are usually investigated, indices adopted cannot describe travel pattern changes in a proper way due to lack of the spatial distribution measure. This study aims to analyze travel change since the 5-day work week policy in effect using a new index (i.e. Travel Vector Index) developed in this study, which can explain travel pattern changes in terms of magnitude and spatial point of views. The new index uses a GIS technology and TCS (Toll Collection System) databases in Korea. The results in this study show that the index is very useful and reliable to measure the travel patterns changes. They are applied to TCS data set and the results show that the 5-day workweek policy significantly affects on travel behaviors.

A Polyline Watermarking Scheme for GIS Vector Map (GIS 벡터맵 폴리라인 워터마킹 방법)

  • Kim, Jun-Hee;Lee, Suk-Hwan;Kwon, Seong-Geun;Park, Seung-Seob;Kwon, Ki-Ryong
    • Journal of Korea Multimedia Society
    • /
    • v.13 no.4
    • /
    • pp.582-593
    • /
    • 2010
  • Recently the commercial value of GIS(geographic information system) has been increased with growing application demands of spatial information in life space. Also, GIS has been expanded to the integrated information system that provides the ease access to map information by public users and also the combined service of GIS map data and various multimedia contents. But several security problems of GIS map data have brought up at GIS industries, such as the illegal copy and distribution of GIS map data. Furthermore, the copyright protection of GIS map data has not been researched yet compared with image and video contents. This paper presents a polyline based watermarking scheme for the copyright protection of GIS vector map. The proposed scheme analyzes the structure of vector map and embeds adaptively the watermark by using the distance distribution of polyline components. From experimental results, we verified that the proposed scheme satisfies the invisibility and the robustness of geometrical attacks.

Fault Diagnosis of Solar Power Inverter Using Characteristics of Trajectory Image of Current And Tree Model (전류 궤적 영상의 특징과 트리모델을 이용한 태양광 전력 인버터의 고장진단)

  • Hwang, Jae-Ho
    • Journal of the Institute of Electronics Engineers of Korea CI
    • /
    • v.47 no.4
    • /
    • pp.102-108
    • /
    • 2010
  • The photovoltaic system changes solar energy into DC by solar cell and this DC is inverted into AC which is used in general houses by inverter. Recently, the use of power of the photovoltaic system is increased. Therefore, the study of 3 phase solar system to transmit large power is very important. This paper proposes a method that finds simply faults and diagnoses the switch open faults of 3-phase pulse width modulation (PWM) inverter of grid-connected photovoltaic system. The proposed method in $\alpha\beta$ plane uses the patterns of trajectory image as the characteristic parameters and differenciates a normal state and open states of switches. Then, the result is made into tree. The tree is composed of 21 fault patterns and the parameters to classify faults are a shape, a trajectory area, a distributed angle, and a typical vector angle. The result shows that the proposed method diagnosed fault diagnoses, classified correctly them, and made a pattern tree by fault patterns.

Position Synchronization Control of Single Link Manipulators (단일 링크 머니퓰레이터들에 대한 위치 동기화 제어)

  • Song, Ki-Won
    • Journal of the Institute of Electronics Engineers of Korea SC
    • /
    • v.48 no.3
    • /
    • pp.6-12
    • /
    • 2011
  • Electric vehicles and robots are real-time distributed control systems composed of multiple drive subsystems using micro controller units. Each control subsystem should be modular, compact, power saving, interoperable and fault tolerable in order to be incorporated into the networked real-time distributed control system. Under the networked real-time distributed control the synchronization problem can be occurred to the position and orientation tracking control due to the load variance, mismatch and time delay between the multiple drive subsystems. This paper suggests two types of position synchronization control of the single link manipulators. One of them is composed of cross controller, Kalman filter and disturbance observer, and the other uses the generation of target trajectories to minimize the gradient vector of the scalar function which is composed of the sum of square errors between the reference input vector and the output vectors. The availability of the proposed control schemes is shown through the control experiments.

An Implementation of Inverse Filter Using SVD for Multi-channel Sound Reproduction (SVD를 이용한 다중 채널상에서의 음재생을 위한 역변환 필터의 구현)

  • 이상권;노경래
    • The Journal of the Acoustical Society of Korea
    • /
    • v.20 no.8
    • /
    • pp.3-11
    • /
    • 2001
  • This paper describes an implementation of inverse filter using SVD in order to recover the input in multi-channel system. The matrix formulation in SISO system is extended to MIMO system. In time and frequency domain we investigates the inversion of minimum phase system and non-minimum phase system. To execute an effective inversion of non-minimum phase system, SVD is introduced. First of all we computes singular values of system matrix and then investigates the phase property of system. In case of overall system is non-minimum phase, system matrix has one (or more) very small singular value (s). The very small singular value (s) carries information about phase properties of system. Using this property, approximate inverse filter of overall system is founded. The numerical simulation shows potentials in use of the inverse filter.

  • PDF

Variable Dimension Affine Projection Algorithm (가변 차원 인접투사 알고리즘)

  • Choi, Hun;Kim, Dae-Sung;Bae, Hyeon-Deok
    • Journal of the Institute of Electronics Engineers of Korea SP
    • /
    • v.40 no.5
    • /
    • pp.410-416
    • /
    • 2003
  • In the affine projection algorithm(APA), the projection dimension depends on a number of projection basis and of elements of input vector used for updating of coefficients of the adaptive filter. The projection dimension is closely related to a convergence speed of the APA, and it determines computational complexity. As the adaptive filter approaches to steady state, convergence speed is decreased. Therefore it is possible to reduce projection dimension that determines convergence speed. In this paper, we proposed the variable dimension affine projection algorithm (VDAPA) that controls the projection dimension and uses the relation between variations of coefficients of the adaptive filter and convergence speed of the APA. The proposed method reduces computational complexity of the APA by modifying the number of projection basis on convergence state. For demonstrating the good performances of the proposed method, simulation results are compared with the APA and normalized LMS algorithm in convergence speed and computational quantity.

An Embedded Image Coding Scheme by Detecting Significant Wavelet Coefficients (중요 웨이브렛 계수 검출에 의한 임베디드 영상 부호화 기법)

  • Park, Jeong-Ho;Choi, Jae-Ho;Kwak, Hoon-Sung
    • Journal of the Korean Institute of Telematics and Electronics S
    • /
    • v.36S no.8
    • /
    • pp.48-54
    • /
    • 1999
  • A new method for wavelet embedded image coding is presented extending the bases of the Shapiro's algorithm by incorporating edge detection, zerotree scheme, and classified VQ(CVQ). Generally edges in the image are regarded an visually important components and the previous literatures have proved that significant coefficients in wavelet transform domain correspond to the edges in spatial domain. Hence, by identifying the edge elements, the significant coefficient can be easily detected in wavelet domain without investigating descendant coefficients across layer. Hierarchical trees for the significant components are organized, and then CVQ method is applied to these trees. Since the significant information has higher priority in transmission, the simulation shows that our coder provides a superior performance over the conventional method and can be successfully applied to the application areas that require of progressive transmission.

  • PDF