• Title/Summary/Keyword: Natural User Interface

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Human-Computer Interface using sEMG according to the Number of Electrodes (전극 개수에 따른 근전도 기반 휴먼-컴퓨터 인터페이스의 정확도에 대한 연구)

  • Lee, Seulbi;Chee, Youngjoon
    • Journal of the HCI Society of Korea
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    • v.10 no.2
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    • pp.21-26
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    • 2015
  • NUI (Natural User Interface) system interprets the user's natural movement or the signals from human body to the machine. sEMG (surface electromyogram) can be observed when there is any effort in muscle even without actual movement, which is impossible with camera and accelerometer based NUI system. In sEMG based movement recognition system, the minimal number of electrodes is preferred to minimize the inconvenience. We analyzed the decrease in recognition accuracy as decreasing the number of electrodes. For the four kinds of movement intention without movement, extension (up), flexion (down), abduction (right), and adduction (left), the multilayer perceptron classifier was used with the features of RMS (Root Mean Square) from sEMG. The classification accuracy was 91.9% in four channels, 87.0% in three channels, and 78.9% in two channels. To increase the accuracy in two channels of sEMG, RMSs from previous time epoch (50-200 ms) were used in addition. With the RMSs from 150 ms, the accuracy was increased from 78.9% to 83.6%. The decrease in accuracy with minimal number of electrodes could be compensated partly by utilizing more features in previous RMSs.

A Usability Evaluation Method for Speech Recognition Interfaces (음성인식용 인터페이스의 사용편의성 평가 방법론)

  • Han, Seong-Ho;Kim, Beom-Su
    • Journal of the Ergonomics Society of Korea
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    • v.18 no.3
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    • pp.105-125
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    • 1999
  • As speech is the human being's most natural communication medium, using it gives many advantages. Currently, most user interfaces of a computer are using a mouse/keyboard type but the interface using speech recognition is expected to replace them or at least be used as a tool for supporting it. Despite the advantages, the speech recognition interface is not that popular because of technical difficulties such as recognition accuracy and slow response time to name a few. Nevertheless, it is important to optimize the human-computer system performance by improving the usability. This paper presents a set of guidelines for designing speech recognition interfaces and provides a method for evaluating the usability. A total of 113 guidelines are suggested to improve the usability of speech-recognition interfaces. The evaluation method consists of four major procedures: user interface evaluation; function evaluation; vocabulary estimation; and recognition speed/accuracy evaluation. Each procedure is described along with proper techniques for efficient evaluation.

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Multimedia documents for user interfaces of cooperative work (공동 작업을 위한 사용자 인터페이스로서의 멀티미디어 문서)

  • 성미영
    • Proceedings of the ESK Conference
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    • 1995.10a
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    • pp.46-55
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    • 1995
  • The multimedia documents becomes the most natural user interface for CSCW(Conputer Supported Cooperative Work) in distributed environment. The objective of this study is to propose a multimedia document architecture and to develop a system that can manage it well. The new architecture is for revisable documents and is the basic layer for hypermedia documents. A good document architecture for CSCW must support pointing, marking, and editing over a part of documents. The user views, version control, and full- content search are also desirable features. In this paper, we discuss the basic concept of a new document architecture for CSCW. We also present the user interfaces for spatio-temporal compositions of multimedia documents.

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Automatic Classification of Product Data for Natural General-purpose O2O Application User Interface (자연스러운 범용 O2O 애플리케이션 사용자 인터페이스를 위한 상품 정보 자동 분류)

  • Lee, Hana;Lim, Eunsoo;Cho, Youngin;Yoon, Young
    • Proceedings of the Korea Information Processing Society Conference
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    • 2016.10a
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    • pp.382-385
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    • 2016
  • 본 논문은 현재 영역 별로 파편화된 여러 O2O(Online to Offline) 서비스들을 통합적으로 제공하기 위해 자연어를 통한 NUI(Natural User Interface)를 개발하여 사용자가 명시한 상품 정보의 항목을 자동으로 분류하고자 한다. 이를 위해 e-commerce 도메인 정보 학습에 적합한 나이브 베이즈 분류(Naive Bayes Classifier) 알고리즘을 사용한다. 학습에는 미국 e-commerce 사이트 Groupon의 상품 정보와 분류 체계를 사용하며, 학습 데이터의 특징을 분석하여 상품 정보에 특화된 학습 데이터 정제 및 TF-IDF(Term Frequency-Inverse Document Frequency)를 통한 단어 별 가중치를 적용하여 알고리즘의 정확도를 향상시킨다.

Visual Touch Recognition for NUI Using Voronoi-Tessellation Algorithm (보로노이-테셀레이션 알고리즘을 이용한 NUI를 위한 비주얼 터치 인식)

  • Kim, Sung Kwan;Joo, Young Hoon
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.64 no.3
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    • pp.465-472
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    • 2015
  • This paper presents a visual touch recognition for NUI(Natural User Interface) using Voronoi-tessellation algorithm. The proposed algorithms are three parts as follows: hand region extraction, hand feature point extraction, visual-touch recognition. To improve the robustness of hand region extraction, we propose RGB/HSI color model, Canny edge detection algorithm, and use of spatial frequency information. In addition, to improve the accuracy of the recognition of hand feature point extraction, we propose the use of Douglas Peucker algorithm, Also, to recognize the visual touch, we propose the use of the Voronoi-tessellation algorithm. Finally, we demonstrate the feasibility and applicability of the proposed algorithms through some experiments.

Design of Dialogue Management System for Home Network Control (홈네트워크 제어를 위한 대화관리시스템 설계)

  • Kim, Hyun-Jeong;Eun, Ji-Hyun;Chang, Du-Seong;Choi, Joon-Ki;Koo, Myung-Wan
    • Proceedings of the KSPS conference
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    • 2006.11a
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    • pp.109-112
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    • 2006
  • This paper presents a dialogue interface using the dialogue management system as a method for controlling home appliances in Home Network Services. In order to realize this type of dialogue interface, we first investigated the user requirements for Home Network Services by analyzing the dialogues entered by users. Based on the analysis, we were able to extract 15 user intentions and 22 semantic components. In our study, example dialogues were collected from WOZ (Wizard-of-OZ) environment to implement a reasoning model for generating meaningful responses for example-based dialogue modeling technique. An overview of the Home Network Control System using proposed dialogue interface will be presented. Lastly, we will show that the Dialogue Management System trained with our collected dialogues behaves properly to achieve its task of controlling Home Network appliances by going through the steps of natural language understanding, response reasoning, response generation.

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Path Generation Method of UAV Autopilots Using Max-Min Algorithm

  • Kwak, Jeonghoon;Sung, Yunsick
    • Journal of Information Processing Systems
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    • v.14 no.6
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    • pp.1457-1463
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    • 2018
  • In recent times, Natural User Interface/Natural User Experience (NUI/NUX) technology has found widespread application across a diverse range of fields and is also utilized for controlling unmanned aerial vehicles (UAVs). Even if the user controls the UAV by utilizing the NUI/NUX technology, it is difficult for the user to easily control the UAV. The user needs an autopilot to easily control the UAV. The user needs a flight path to use the autopilot. The user sets the flight path based on the waypoints. UAVs normally fly straight from one waypoint to another. However, if flight between two waypoints is in a straight line, UAVs may collide with obstacles. In order to solve collision problems, flight records can be utilized to adjust the generated path taking the locations of the obstacles into consideration. This paper proposes a natural path generation method between waypoints based on flight records collected through UAVs flown by users. Bayesian probability is utilized to select paths most similar to the flight records to connect two waypoints. These paths are generated by selection of the center path corresponding to the highest Bayesian probability. While the K-means algorithm-based straight-line method generated paths that led to UAV collisions, the proposed method generates paths that allow UAVs to avoid obstacles.

User Needs of Three Dimensional Hand Gesture Interfaces in Residential Environment Based on Diary Method (주거 공간에서의 3차원 핸드 제스처 인터페이스에 대한 사용자 요구사항)

  • Jeong, Dong Yeong;Kim, Heejin;Han, Sung H.;Lee, Donghun
    • Journal of Korean Institute of Industrial Engineers
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    • v.41 no.5
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    • pp.461-469
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    • 2015
  • The aim of this study is to find out the user's needs of a 3D hand gesture interface in the smart home environment. To find out the users' needs, we investigated which object the users want to use with a 3D hand gesture interface and why they want to use a 3D hand gesture interface. 3D hand gesture interfaces are studied to be applied to various devices in the smart environment. 3D hand gesture interfaces enable the users to control the smart environment with natural and intuitive hand gestures. With these advantages, finding out the user's needs of a 3D hand gesture interface would improve the user experience of a product. This study was conducted using a diary method to find out the user's needs with 20 participants. They wrote the needs of a 3D hand gesture interface during one week filling in the forms of a diary. The form of the diary is comprised of who, when, where, what and how to use a 3D hand gesture interface with each consisting of a usefulness score. A total of 322 data (209 normal data and 113 error data) were collected from users. There were some common objects which the users wanted to control with a 3D hand gesture interface and reasons why they want to use a 3D hand gesture interface. Among them, the users wanted to use a 3D hand gesture interface mostly to control the light, and to use a 3D hand gesture interface mostly to overcome hand restrictions. The results of this study would help develop effective and efficient studies of a 3D hand gesture interface giving valuable insights for the researchers and designers. In addition, this could be used for creating guidelines for 3D hand gesture interfaces.

Comparative Study on the Interface and Interaction for Manipulating 3D Virtual Objects in a Virtual Reality Environment (가상현실 환경에서 3D 가상객체 조작을 위한 인터페이스와 인터랙션 비교 연구)

  • Park, Kyeong-Beom;Lee, Jae Yeol
    • Korean Journal of Computational Design and Engineering
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    • v.21 no.1
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    • pp.20-30
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    • 2016
  • Recently immersive virtual reality (VR) becomes popular due to the advanced development of I/O interfaces and related SWs for effectively constructing VR environments. In particular, natural and intuitive manipulation of 3D virtual objects is still considered as one of the most important user interaction issues. This paper presents a comparative study on the manipulation and interaction of 3D virtual objects using different interfaces and interactions in three VR environments. The comparative study includes both quantitative and qualitative aspects. Three different experimental setups are 1) typical desktop-based VR using mouse and keyboard, 2) hand gesture-supported desktop VR using a Leap Motion sensor, and 3) immersive VR by wearing an HMD with hand gesture interaction using a Leap Motion sensor. In the desktop VR with hand gestures, the Leap Motion sensor is put on the desk. On the other hand, in the immersive VR, the sensor is mounted on the HMD so that the user can manipulate virtual objects in the front of the HMD. For the quantitative analysis, a task completion time and success rate were measured. Experimental tasks require complex 3D transformation such as simultaneous 3D translation and 3D rotation. For the qualitative analysis, various factors relating to user experience such as ease of use, natural interaction, and stressfulness were evaluated. The qualitative and quantitative analyses show that the immersive VR with the natural hand gesture provides more intuitive and natural interactions, supports fast and effective performance on task completion, but causes stressful condition.

Effects of Interactivity and Usage Mode on User Experience in Chatbot Interface (챗봇 기반 인터페이스의 상호작용성과 사용 모드가 사용자 경험에 미치는 영향)

  • Baek, Hyunji;Kim, Sangyeon;Lee, Sangwon
    • Journal of the HCI Society of Korea
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    • v.14 no.1
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    • pp.35-43
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    • 2019
  • This study examines how interactivity and usage mode of a chatbot interface affects user experience. Chatbot has rapidly been commercialized in accordance with improvements in artificial intelligence and natural language processing. However, most of the researches have focused on the technical aspect to improve the performance of chatbots, and it is necessary to study user experience on a chatbot interface. In this article, we investigated how 'interactivity' of an interface and the 'usage mode' referring to situations of a user affect the satisfaction, flow, and perceived usefulness of a chatbot for exploring user experience. As the result, first, the higher level of interactivity, the higher user experience. Second, usage mode showed interaction effect with interactivity on flow, although it didn't show the main effect. In specific, when interactivity is high in usage mode, flow was the highest rather than other conditions. Thus, for designing better chatbot interfaces, it should be considered to increase the degree of interactivity, and for users to achieve a goal easily through various functions with high interactivity.