• Title/Summary/Keyword: Skin color model

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Real-Time Rotation-Invariant Face Detection Using Combined Depth Estimation and Ellipse Fitting

  • Kim, Daehee;Lee, Seungwon;Kim, Dongmin
    • IEIE Transactions on Smart Processing and Computing
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    • v.1 no.2
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    • pp.73-77
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    • 2012
  • This paper reports a combined depth- and model-based face detection and tracking approach. The proposed algorithm consists of four functional modules; i) color-based candidate region extraction, ii) generation of the depth histogram for handling occlusion, iii) rotation-invariant face region detection using ellipse fitting, and iv) face tracking based on motion prediction. This technique solved the occlusion problem under complicated environment by detecting the face candidate region based on the depth-based histogram and skin colors. The angle of rotation was estimated by the ellipse fitting method in the detected candidate regions. The face region was finally determined by inversely rotating the candidate regions by the estimated angle using Haar-like features that were robustly trained robustly by the frontal face.

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Face Detection based on Skin Color and Deformable Model (스킨 컬러와 변형모델에 기반한 얼굴검출)

  • 김정기;전준철;박구락
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.04c
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    • pp.343-345
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    • 2003
  • 본 논문에서는 색상 정보와 변형 모델을 이용한 얼굴 영역 및 얼굴의 특징 영역의 자동 검출 방법을 제시한다. 영상으로부터 획득할 수 있는 정보 중 가장 빠르고 쉽게 얻을 수 있는 정보가 색상 정보이며, 색상정보는 사물을 판단함에 있어서 가장 효율적이면서 컴퓨터의 계산량을 줄일 수 있다는 장점을 갖고 있기 때문에 얼굴 영역 검출 방법으로 많이 이용되고 있다. 본 연구에서는 얼굴영역 및 얼굴 특성 추출함에 있어 컬러모델 사용 시 외부 조명의 영향을 줄여주는 조명 보정 방법을 제시하고, 조명 보정에 의해 평활화된 YCbCr 색상모델에 적용하여 각 성분 특성을 고려한 얼굴영역 및 얼굴의 특성 영역에 해당하는 후보 영역을 검출하는 방법을 제시한다. 검출된 얼굴후보 영역 및 특성 영역은 가변 모델인 동적 윤곽선 모델의 초기값으로 자동 적용되어 윤곽선 모델 적용시 문제점가운데 하나인 초기값 설정문제를 해결함과 동시에 얼굴 및 얼굴 특징 정보의 정확한 윤곽선을 추출하는데 사용된다. 실험 결과 제시된 방법을 적용한 결과 빠르고 효과적으로 얼굴 및 특성 영역을 검출 할 수 있음을 입증 할 수 있었다.

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Estimation and Watermarking of Motion Parameters in Model Based Image Coding

  • Park, Min-Chul
    • Proceedings of the IEEK Conference
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    • 2002.07b
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    • pp.1264-1267
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    • 2002
  • In order to achieve an advanced human-computer interface system, it is necessary to analyze and synthesize facial motions just as they are in an interactive way, and to protect them from unwanted use and/or illegal use for their privacy, various uses in applications and the costs of obtaining motion parameters. To estimate facial motion, a method of using skin color distribution, luminance, and geometrical information of a face is employed. Digital watermarks are embedded into facial motion parameters and then these parameters are scrambled so that it cannot be understood. Experimental results show high accuracy and efficiency of the proposed estimation method and the usefulness of the proposed watermarking method.

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Audio-Visual Localization and Tracking of Sound Sources Using Kalman Filter (칼만 필터를 이용한 시청각 음원 정위 및 추적)

  • Song, Min-Gyu;Kim, Jin-Young;Na, Seung-You
    • Journal of the Korean Institute of Intelligent Systems
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    • v.17 no.4
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    • pp.519-525
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    • 2007
  • With the high interest on robot technology and application, the research on artificial auditory systems for robot is very active. In this paper we discuss sound source localization and tracing based on audio-visual information. For video signals we use face detection based on skin color model. Also, binaural-based DOA is used as audio information. We integrate both informations using Kalman filter. The experimental results show that audio-visual person tracking Is useful, specially in the case that some informations are not observed.

Generating Adaptive Skin Color Model in a Single Image Using Image Feedback (단일 영상에서 영상 피드백을 이용한 적응적 피부색 모델 생성)

  • Jung, In-Joon;Woo, Gyun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2010.11a
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    • pp.679-682
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    • 2010
  • 피부 영역 검출 기술은 생체 인식 기술의 하나로서 얼굴 자동 인식 혹은 손 모양 자동 인식 등을 위해 사용되고 있다. 일반적으로 색상을 이용하여 피부 영역을 검출하기 위해서는 다양한 피부색 샘플을 이용해 구해진 피부색 모델을 이용한다. 하지만 피부색은 사람마다 다르고, 조명과 같은 주변 환경의 영향도 받기 때문에 다양한 영상에 하나의 고정된 피부색 모델을 적용하여 피부 영역을 검출하기에는 한계가 있다. 이러한 문제점을 해결하기 위해 본 논문에서는 영상 피드백 방법을 이용하여 영상에 적응적인 피부색 모델을 구한 뒤 이를 적용하여 피부 영역을 추출하는 방법을 제안한다.

Design of Image Extraction Hardware for Hand Gesture Vision Recognition

  • Lee, Chang-Yong;Kwon, So-Young;Kim, Young-Hyung;Lee, Yong-Hwan
    • Journal of Advanced Information Technology and Convergence
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    • v.10 no.1
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    • pp.71-83
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    • 2020
  • In this paper, we propose a system that can detect the shape of a hand at high speed using an FPGA. The hand-shape detection system is designed using Verilog HDL, a hardware language that can process in parallel instead of sequentially running C++ because real-time processing is important. There are several methods for hand gesture recognition, but the image processing method is used. Since the human eye is sensitive to brightness, the YCbCr color model was selected among various color expression methods to obtain a result that is less affected by lighting. For the CbCr elements, only the components corresponding to the skin color are filtered out from the input image by utilizing the restriction conditions. In order to increase the speed of object recognition, a median filter that removes noise present in the input image is used, and this filter is designed to allow comparison of values and extraction of intermediate values at the same time to reduce the amount of computation. For parallel processing, it is designed to locate the centerline of the hand during scanning and sorting the stored data. The line with the highest count is selected as the center line of the hand, and the size of the hand is determined based on the count, and the hand and arm parts are separated. The designed hardware circuit satisfied the target operating frequency and the number of gates.

Development of a Cost-Effective Tele-Robot System Delivering Speaker's Affirmative and Negative Intentions (화자의 긍정·부정 의도를 전달하는 실용적 텔레프레즌스 로봇 시스템의 개발)

  • Jin, Yong-Kyu;You, Su-Jeong;Cho, Hye-Kyung
    • The Journal of Korea Robotics Society
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    • v.10 no.3
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    • pp.171-177
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    • 2015
  • A telerobot offers a more engaging and enjoyable interaction with people at a distance by communicating via audio, video, expressive gestures, body pose and proxemics. To provide its potential benefits at a reasonable cost, this paper presents a telepresence robot system for video communication which can deliver speaker's head motion through its display stanchion. Head gestures such as nodding and head-shaking can give crucial information during conversation. We also can assume a speaker's eye-gaze, which is known as one of the key non-verbal signals for interaction, from his/her head pose. In order to develop an efficient head tracking method, a 3D cylinder-like head model is employed and the Harris corner detector is combined with the Lucas-Kanade optical flow that is known to be suitable for extracting 3D motion information of the model. Especially, a skin color-based face detection algorithm is proposed to achieve robust performance upon variant directions while maintaining reasonable computational cost. The performance of the proposed head tracking algorithm is verified through the experiments using BU's standard data sets. A design of robot platform is also described as well as the design of supporting systems such as video transmission and robot control interfaces.

Efficient Object Tracking System Using the Fusion of a CCD Camera and an Infrared Camera (CCD카메라와 적외선 카메라의 융합을 통한 효과적인 객체 추적 시스템)

  • Kim, Seung-Hun;Jung, Il-Kyun;Park, Chang-Woo;Hwang, Jung-Hoon
    • Journal of Institute of Control, Robotics and Systems
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    • v.17 no.3
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    • pp.229-235
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    • 2011
  • To make a robust object tracking and identifying system for an intelligent robot and/or home system, heterogeneous sensor fusion between visible ray system and infrared ray system is proposed. The proposed system separates the object by combining the ROI (Region of Interest) estimated from two different images based on a heterogeneous sensor that consolidates the ordinary CCD camera and the IR (Infrared) camera. Human's body and face are detected in both images by using different algorithms, such as histogram, optical-flow, skin-color model and Haar model. Also the pose of human body is estimated from the result of body detection in IR image by using PCA algorithm along with AdaBoost algorithm. Then, the results from each detection algorithm are fused to extract the best detection result. To verify the heterogeneous sensor fusion system, few experiments were done in various environments. From the experimental results, the system seems to have good tracking and identification performance regardless of the environmental changes. The application area of the proposed system is not limited to robot or home system but the surveillance system and military system.

Depigmenting Effects of Mistletoe (Viscum album var. coloratum) Extracts (겨우살이 추출물의 미백 효과)

  • Hah, Young-Sool;Kim, Eun-Ji;Goo, Young Min;Kil, Young Sook;Sin, Seung Mi;Kim, Sang Gon;Kang, Ha Eun;Yoon, Tae-Jin
    • Journal of Life Science
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    • v.32 no.5
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    • pp.355-361
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    • 2022
  • Melanin pigments are the main cause of skin color. They are produced in melanocytes and then transferred to keratinocytes, which eventually gives the skin surface a variety of colors. Although many skin-lightening or depigmenting agents have been developed, the demand for materials to reduce pig- mentation is still increasing. Here, we tried to find materials for skin-lightening or depigmentation using natural compounds and found that mistletoe (Viscum album var. coloratum) extracts (ME) had an inhibitory effect on tyrosinase activity. As a result, ME significantly reduced pigmentation in human primary melanocytes. In addition, a promoter reporter assay revealed that ME inhibited the transcription of microphthalmia-associated transcription factor (MITF), melanophilin (MLPH), tyrosinase-related protein-2 (TRP-2), and tyrosinase (TYR) genes in HM3KO melanoma cells. In addition, ME decreased the protein level for pigmentation-related molecules, such as TYR and TRP-1. Furthermore, it markedly inhibited the melanogenesis of zebrafish embryos, an in vivo evaluation model for pigmentation. To elucidate the action mechanism of ME, we investigated its effects on intracellular signaling. Eventually, the ME dramatically decreased the phosphorylation of the cAMP responsive element binding protein (CREB), AKT, and ERK. The data suggest that ME may inhibit the melanogenesis pathway by regulating the signaling pathway related to pigmentation. Taken together, these data propose that ME can be developed as a depigmenting or skin-lightening agent.

A Study on Drying Characteristics and Drying Model Development of Korean Ginseng (인삼의 건조특성 구명 및 건조모델 개발에 관한 연구)

  • Choe, Byeong-Min;Lee, Jong-Ho;Park, Seung-Je
    • Journal of Ginseng Research
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    • v.16 no.2
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    • pp.111-123
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    • 1992
  • Drying characteristic data for peeled ginseng were obtained to determine dominant drying factors and fitted with five selected drying models and an empirical model. Among air temperature, relative humidity and diameter of ginseng root, drying air temperature was found to be the most influencing factor on drying rate. Drying velocity appeared faster as the drying temperature increased but its effect was less at high temperature than at low temperature. Quality change during the drying process did not occur except when relative humidity was 75fb. At high relative humidity, skin color of ginseng was turned to light brown. Approximate-Diffusion and the Empirical model for drying were in a good agreement with experimental data. The models are as follows; $.$ Approximate-Diffusion model MR = A$.$exe(-k$.$1) A = 1.72 + 0.407 In(D) - 0.0000963T3 - 0.358 In(RH) + 0.0000945 RH2 B= 1.01 + 0.0195RH - 0.O0518D2 + 0.0708 In(T) - 0.492 In(RHI-D.0000933RH2$.$Empirical model MR= Cl + Cs$.$In(t) Cl= 1.14+0.382 In(D)-0.00008477a-0.139 In(RH)+0.0000664RH2 Cs=0.440-0.0224 In(D)-0.193 In(T)+0.0000464T2-0.00000771RH2

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