• Title/Summary/Keyword: 휴먼인식

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Hand Region Detection based on Cascade using Color Information (색상 정보를 이용한 Cascade 방식의 손 영역 검출)

  • Jo, Ji-Yoon;Chae, Seungho;Yang, Yoonsik;Han, Tack-Don
    • Proceedings of the Korea Information Processing Society Conference
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    • 2015.04a
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    • pp.1022-1024
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    • 2015
  • 휴먼-컴퓨터 인터렉션과 같은 응용분야에서 손동작 인식을 위한 많은 연구가 이루어지고 있다. 손동작 인식을 이용한 인터렉션의 성능 향상을 위해서는 정확한 손 영역 검출이 필요하다. 본 논문에서는 색상 정보를 이용하여 Cascade 방식에 기반한 손 영역 검출 방법을 제안한다. Cascade 방식으로 손 영역을 검출할 경우보다 강인한 인식률을 얻기 위해서 색상정보를 이용하였으며, Haar-like 특징점으로 학습된 분류기를 통해 손 영역 검출 방법을 제안한다.

A Study on Classification Network at Edge Device for Real-time Environment Recognition of Walking Assistant Robot (보행 보조 로봇의 실시간 환경 인식을 위한 엣지 디바이스에서의 분류 네트워크에 관한 연구)

  • Shin, Hye-Soo;Lee, Jongwon;Kim, KangGeon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2022.11a
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    • pp.435-437
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    • 2022
  • 보행 보조 로봇의 효과적인 보조를 위해서는 사용자의 보행 유형을 인식하는 것이 중요하다. 본 논문에서는 end-to-end 분류 네트워크 기반 보행 환경 인식 방법을 사용하여 사용자의 보행 유형을 강인하게 추정한다. 실외 보행 환경을 오르막길, 평지, 내리막길 3 가지로 분류하는 딥러닝 모델을 학습시켰으며, 엣지 디바이스에서 이를 사용하기 위해 네트워크 경량화를 진행하였다. 경량화 후 추론 속도는 약 47FPS 수준으로 실시간으로 보행 보조 로봇에 적용 가능한 것을 검증했으며, 정확도 측면에서도 97% 이상의 성능을 얻을 수 있었다.

A Hierarchical Bayesian Network for Real-Time Continuous Hand Gesture Recognition (연속적인 손 제스처의 실시간 인식을 위한 계층적 베이지안 네트워크)

  • Huh, Sung-Ju;Lee, Seong-Whan
    • Journal of KIISE:Software and Applications
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    • v.36 no.12
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    • pp.1028-1033
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    • 2009
  • This paper presents a real-time hand gesture recognition approach for controlling a computer. We define hand gestures as continuous hand postures and their movements for easy expression of various gestures and propose a Two-layered Bayesian Network (TBN) to recognize those gestures. The proposed method can compensate an incorrectly recognized hand posture and its location via the preceding and following information. In order to vertify the usefulness of the proposed method, we implemented a Virtual Mouse interface, the gesture-based interface of a physical mouse device. In experiments, the proposed method showed a recognition rate of 94.8% and 88.1% for a simple and cluttered background, respectively. This outperforms the previous HMM-based method, which had results of 92.4% and 83.3%, respectively, under the same conditions.

A Study on Efficient Facial Expression Recognition System for Customer Satisfaction Feedback (고객만족도 피드백을 위한 효율적인 얼굴감정 인식시스템에 대한 연구)

  • Kang, Min-Sik
    • Convergence Security Journal
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    • v.12 no.4
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    • pp.41-47
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    • 2012
  • For competitiveness of national B2C (Business to Customer) service industry, improvement of process and analysis focused on customer and change of service system are needed. In other words, a business and an organization should deduce and provide what kind of services customers want. Then, evaluate customers' satisfaction and improve the service quality. To achieve this goal, accurate feedbacks from customers play an important role; however, there are not quantitative and standard systems a lot in nation. Recently, the researches about ICT (Information and Communication Technology) that can recognize emotion of human being are on the increase. The facial expression recognition among them is known as most efficient and natural human interface. This research analyzes about more efficient facial expression recognition and suggests a customer satisfaction feedback system using that.

Object Detection Using Predefined Gesture and Tracking (약속된 제스처를 이용한 객체 인식 및 추적)

  • Bae, Dae-Hee;Yi, Joon-Hwan
    • Journal of the Korea Society of Computer and Information
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    • v.17 no.10
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    • pp.43-53
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    • 2012
  • In the this paper, a gesture-based user interface based on object detection using predefined gesture and the tracking of the detected object is proposed. For object detection, moving objects in a frame are computed by comparing multiple previous frames and predefined gesture is used to detect the target object among those moving objects. Any object with the predefined gesture can be used to control. We also propose an object tracking algorithm, namely density based meanshift algorithm, that uses color distribution of the target objects. The proposed object tracking algorithm tracks a target object crossing the background with a similar color more accurately than existing techniques. Experimental results show that the proposed object detection and tracking algorithms achieve higher detection capability with less computational complexity.

Discriminative Feature Vector Selection for Emotion Classification Based on Speech. (음성신호기반의 감정분석을 위한 특징벡터 선택)

  • Choi, Ha-Na;Byun, Sung-Woo;Lee, Seok-Pil
    • Proceedings of the KIEE Conference
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    • 2015.07a
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    • pp.1391-1392
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    • 2015
  • 최근 컴퓨터 기술이 발전하고, 컴퓨터의 형태가 다양해지면서 여러 wearable device들이 생겨났다. 이에 따라 휴먼 인터페이스 기술에서 사람의 감정정보가 중요해졌고, 감정인식에 대한 연구들이 많이 진행 되어 왔다. 본 논문에서는 감정분석에 적합한 특징벡터를 제시하고자 한다. 이를 위해 사람의 감정을 보통, 기쁨, 슬픔, 화남 4가지로 분류하고 방송매체를 통하여 잡음 없이 녹음하였다. 특징벡터는 MFCC, LPC, LPCC 3가지를 추출하였고 Bhattacharyya거리 측정을 통하여 분리도를 비교하였다.

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A Study on The Screen Cursor Control using Gaze Tracking (응시 위치 추적을 이용한 스크린 커서 제어)

  • Jang, Dong-Hyun;Kim, Chung-Kyue
    • Proceedings of the Korea Information Processing Society Conference
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    • 2006.11a
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    • pp.113-116
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    • 2006
  • 컴퓨터의 급속한 발전 속도와 맞물려 사용자의 위지나 몸짓, 감성을 인지하는 보다 편리하고 자연스러운 휴먼 인터페이스에 대한 요구가 늘어나고 있다. 휴면 인터페이스 가운데 응시 위치 추적은 현재 사용자가 쳐다보고 있는 위치를 컴퓨터 시각 인식 방법을 통하여 파악하는 연구이다. 본 논문에서는 여러 감성 컴퓨터 인터페이스 중 눈동자를 통해 컴퓨터의 입력장치를 간접적으로 제어하는 방법에 대해 기술한다. 웹 카메라를 통해 입력 받은 영상을 이용하여 눈동자의 위치 이동을 탐색하여 마우스를 제어한다.

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Millennial parents' perception of babywearing products: A text analysis approach (밀레니얼 세대의 Babywearing 제품에 대한 인식: 텍스트 분석 접근)

  • Lee, Wan-Gee;Park, Myung-Ja;Lee, Kyu-Hye
    • Journal of the Korea Fashion and Costume Design Association
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    • v.23 no.2
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    • pp.17-28
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    • 2021
  • The baby-tech industry, which combines IT with existing parenting product, is attracting increasing amounts of attention. Consequently various types of baby products incorporating functionality and design are being launched. In recent years, particularly as the market segments increases for babywearing products, parenting products that account for the child's comfort and parents' convenience are required. Therefore, this study examines the characteristics and consumer perception of babywear products, which are important for the emotional stability, development, and rearing of children. The study utilizes text mining and a network analysis by collecting unstructured text data. An examination of the network, based on the frequency of keywords for each babywear product and the degree of the connection to the centering index, revealed that consumers value convenience and price when purchasing products. The consumer perception and consideration factors that appear individually according to the product were also identified. In addition, studying body parts with high TF-IDF values revealed a difference in the body parts considered by consumers for each product. Lastly, through the visualization data based on the keywords that appeared in public, commonly appearing keywords, and those that appeared individually were examined. Through SNS, product characteristics as well as a new parenting culture that shared child-rearing routines were confirmed. This study suggests planning and marketing directions for the development of babywear products that meet consumer needs.

Digital Human Empathy Index (DHEI) for the Era of Human-AI Symbiosis (AI와 인간 공생의 시대를 위한 디지털휴먼공감지표 개발)

  • Rhee, Hyunjung
    • The Journal of the Korea Contents Association
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    • v.22 no.3
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    • pp.1-16
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    • 2022
  • The current AI technology has been developing rapidly enough to realize or even exceed the level of abilities that only humans had in the past. In the near future, it is predicted that humans and AI will influence each other as members of the metaverse society. Therefore, this study emphasizes the importance of empathy as a core competency for humans to pursue happiness while maintaining the dignity of humans in the era when AI and humans will coexist in the metaverse. In this study, 'Digital Human Empathy Index (DHEI)' is developed that reflects the social nature of computer-mediated communication in the metaverse As a result, DHEI consisted of a total of 7 factors, which are Perspective Taking, Self/Other Awareness, Contextual Understanding of Systemic Barriers, Impact Assessment, Solidarity, Being Peaceful, and Anthropomorphism. This study is expected to contribute to setting the direction of future education by suggesting a new measure of empathy.

A Survey of Need and Purchase Intention for Meal Kits - For Children's Foodservice Managers in Changwon Areas - (어린이급식소용 밀키트 필요성 및 구매의도에 대한 인식 조사 - 창원 일부 지역의 어린이 급식담당자 대상 -)

  • Seo-Jin Kim;Jae-Hee Park;Hye-Kyung Moon
    • Journal of the Korean Dietetic Association
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    • v.29 no.3
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    • pp.123-139
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    • 2023
  • In this study, a survey was conducted on the development of meal kits for children's foodservice to increase the convenience of the cooking process. It was performed among the foodservice managers in the 141 children's foodservice facilities registered in the Center for Children's Foodservice Management about meal-kits in Changwon areas. The survey results were analyzed according to the children's foodservice scale type. The biggest problem in a foodservice system was "difficult to purchase food ingredients directly every week" (38.4%) in small-scale children's foodservices, and "difficult to use the served menu without modification" (38.2%) in institutional children's foodservices (P<0.001). The most important factor when choosing the meal kit was "quality" (41.1%). Respondents on having an experience with using the meal kit were low at 34.8%, and the reasons for not using the meal kits were "expensive" (67.3%) and "not fresh food ingredients" (18.4%). The main reasons for not using children's foodservice meal kits were "expensiveness" (64.4%) and "necessity of adding disinfection process" (16.1%). Most of the reasons for not wanting to use children's foodservice meal kits were that they did not trust the safety of the meal kits. The use of meal kits in children's foodservices may reduce the preparation process and increase the efficiency of foodservice although the safety and quality of meal kits should be guaranteed. The appropriate hygiene management standards need to be set, and HACCP should be applied to develop meal kits for children's foodservices.