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2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Image	source:	https://uxplanet.org/visual-interfaces-are-dying-what-is-next-dadd55f58209
2018.	2.	25.Copyright,	Andy	Na,All	rights	reserved
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Voice
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Human
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Brain
Body
Hand Foot
Mouth
(Voice)
Face Ear
Eye
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
Human Human
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Brain
Body
Hand Foot
Voice Face Ear
Eye
Brain
Body
Hand Foot
Voice Face Ear
Eye
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
%
Face
Voice
40
2 300
3 4000
5 10000
2000
Paul	Ekman,	an	American psychologist and	
professor	emeritus	at	the University	of	
California,	San	Francisco
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
https://cha-nick.blogspot.kr/2009/09/%EC%98%81%EC%96%B4%EC%A0%95%EB%B3%B5%EC%9D%84-%ED%95%98%EB%A0%A4%EB%A9%B4-%EB%8B%A8%EC%96%B4-%EB%AA%87-%EA%B0%9C%EB%82%98-
Face
Voice
Albert	Mehrabian,	Professor	
Emeritus of Psychology, UCLA
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
•
•
•
Human HumanDevice
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Computer
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Micro
processor
MonitorSpeaker
Keyboard
Mouse
Stylus
Pen
Micro
phone
Camera
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Brain
Body
Hand Foot
Voice Face Ear
Eye
Micro
processor
MonitorSpeaker
Keyboard
Mouse
Stylus
Pen
Micro
phone
Camera
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Brain
Body
Hand Foot
Mouth
(Voice)
Face Ear
Eye
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
Body
Information
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
분류기준 내용 적용 예
적용화자 화자종속 미리 등록한 특정화자만을 대
상.
인식 성능이 뛰어남.
휴대폰 Voice	dialing
화자독립 불특정 화자를 대상.
대용량의 음성 데이터베이스
필요.
Directory
assistance	서비스
발음형태 고립어 고립어 고립 단어 인식.
단어 앞뒤에 상당한 묵음구간
존재.
Voice	브라우저
연속어 연결단어,	연속문장 및 대화체
음성 인식.
다양한 발음변이를 고려한 기
준패턴과Task에 맞는 언어모델
이 필요.
적용방법에 따라 핵심어 인식
기술도 요구됨.
음성 타이프라이터,
자동예약시스템,
대화형 컴퓨터
어휘 수 소용량 수백 단어 이하.	단어를 개개의
모델로 구성하거나 문맥 독립
형 모델 사용.
PC	commander
대용량 수만 단어 이상.	문맥을 고려한
수천 개의 sub-word	형태의 모
델단위 사용.
음성 타이프라이터,	방송용 뉴
스transcription
ü
ü
ü
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
Brain
Body
Hand Foot
Voice Face Ear
Eye
Micro
processor
Speaker
Micro
phone
Monitor
Keyboard
Mouse
Stylus
Pen
Camera
ProcessorsProcessors
Processors
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
IQ AI Human Age
97 18	Year	old
Eugene
(Super	com)
13	Year	old
55.5 6	Year old
Google	Assistant
(Google)
47.28
Deep	Speech2
Baidu
32.92
Cortana
(microsoft)
31.98
Siri
(Apple)
23.9
•
•
Processors
By	Google	Research	Team
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
Micro
Processor
Connected	AI
Speaker
Voice
Synthesizer
Micro	Phone
Voice	
Recognition
Monitor
Facial	
Expression	
Emulator
Body
Hand
Haptic
Interaction
Foot
Connected
Vehicle
Camera
Face	
Recognition
Double	deep
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Andy	Na,	2018, CC	BY-ND
ARVR
3D Print
Nano
IoT
Auto
Vehicle
AI
Robot
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Andy	Na,	2018, CC	BY-ND
ARVR
3D Print
Nano
IoT
Auto
Vehicle
AI
Robot
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
Voice	UX	✘ mouth	UX
Auditory	UX	✘Ear	UX
ü
ü
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
• /
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
• Adult	woman
• Some	Accurate	Information
• No	Casual	talk
• Always	start	talk	like	military	force
• No	emotional	connotation
• Need	to	wake	up
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
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•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
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•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
Wake
word
Clear	Feedback
and	Interactions
Appropriate	
Answer/Talk
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
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•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
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2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
•
2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
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2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
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2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
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2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved
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2018.	2.	25.Copyright,	Andy	Na,	All	rights	reserved

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