Posted by sunnysmileHJ
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일반표정(Mecro Expression) 

우리가 일반적으로 얼굴 전체로 짓는 큰 표정.

 

미세표정(Micro Expression).

0.2~2초 사이에 나타나는 짧은 감정의 변화. 미세표정은 감정을 무의식적으로 보여줌- 진심을 보여주는 것. 

 기쁨, 슬픔, 놀람, 두려움, 혐오, 경멸, 분노. (세부적으로 더 나눌수 있음. ex.분노의 세부 감정:짜증, 언짫음, 격노)

 

*아래 사진들은 미세표정 예제로, 유툽 영상에서 발췌.

('스콘'. 이라는, 늑대들이 많이 하는 표정. 혐오의 표정과도 비슷함)

사람이 분노를 느끼면 가장 먼저 입술이 얇아짐. (꼭 미세표정으로 찰나에 나타나진 않음. 길게도 나타날 수 있음)

 

미표한 표정(Subtle Expression)

감정의 징후가 얼굴의 한 부위에서 나타나는 것

 

화났다- 는 바디랭귀지: 턱을 치켜듬. 

 

 

 

 

 

 

Posted by sunnysmileHJ
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https://vimeo.com/110088053

 

  • 눈을 감을 때 눈의 움직임이 안쪽, 눈을 뜰 때 바깥쪽으로 살짝 트위스트 됨 

 

  • 눈꺼풀이 감긴 2프레임 동안 압축되는 느낌.

 

  • 눈 꺼풀과 눈 두덩의 offset.

 

  • 눈두덩의 움직임에 따라 내려오는 윗눈썹. 

https://vimeo.com/191624680

https://vimeo.com/198824189

 

Posted by sunnysmileHJ
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출처  https://imotions.com/blog/facial-expression-pictures/

Pictures and facial movements

In the pictures below, “Lie To Me” star Tim Roth demonstrates the categorical expressions reflecting a specific emotion (all photographs © 2008-2009 Twentieth Century Fox Film).

The facial features that underlie the emotional expression are highlighted in this list of facial expressions pictures:

happiness

 

anger

 

surprise

 

fear

 

disgust

 

sadness

 

contempt

 

The idea behind facial expressions: Facial movements

A facial movement is the movement of one or more facial muscles. When we smile, for example, the zygomatic major muscle contracts. This muscle pulls our lips up and back towards our ears.

face muscles

The mapping between facial movements and facial muscles is not one-to-one. While some facial movements involve the synchronous contraction of one or two muscles, others comprise complex contraction patterns of several muscles.

 

At the core: Facial expressions and emotions

To the human eye, these muscular contraction patterns are apparent as facial expressions reflecting our current emotional state – angry, happy, sad, fearful, surprised, disgusted or contemptuous.

Built on groundbreaking academic research, these universal facial expressions, and the underlying emotional states can be determined via computer-based facial coding engines: Like expert human facial coders, the engines have initially been trained on facial expressions using an incredibly large picture and video repositories and databases.

One of the most typical and publicly available databases is the CK+ (“Cohn-Kanade”), developed by Carnegie Mellon University (Lucey et al., 2010). It is a standard benchmark for facial expression recognition that includes both posed and spontaneous expressions. One of the core strengths is that it has been extensively benchmarked in performance compared to expert human coders. Click here to get more information on the CK+.

Knowing the facial expressions of hundreds of thousands of humans across the globe, automatic facial expression engines are able to compare your current facial expression with the “ideal” expression of joy, anger, sadness, fear, surprise, disgust, or contempt. Think of this as a percentage score of how likely your current expression reflects an emotion and can be classified as, say, joy.

If you would like to learn more about computer-based facial expression recognition, reach out to our experts at iMotions.


Posted by sunnysmileHJ
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출처: https://imotions.com/blog/facial-action-coding-system/



다시 정리 예정. 

Main Action Units

Action UnitDescriptionFacial MuscleExample (Hover to Play)
 1Inner Brow RaiserFrontalis, pars medialis
AU1 FACSGIF
 2Outer Brow Raiser (unilateral, right side)Frontalis, pars lateralis
AU2 right only FACSGIF
 4Brow LowererDepressor Glabellae, Depressor Supercilli, Currugator
au4 brow lowererGIF
 5Upper Lid RaiserLevator palpebrae superioris
AU5 FACSGIF
 6Cheek RaiserOrbicularis oculi, pars orbitalis
AU6 cheek raiserGIF
 7Lid TightenerOrbicularis oculi, pars palpebralis
AU7 lid tightenerGIF
 9 (also shows slight AU4 and AU10)Nose Wrinkler Levator labii superioris alaquae nasi
AU9 with 4+10GIF
 10 (also shows slight AU25)Upper Lip RaiserLevator Labii Superioris, Caput infraorbitalis
 AU10 with 25GIF
 11Nasolabial DeepenerZygomatic Minor
 12Lip Corner PullerZygomatic Major
AU12GIF
 13Cheek PufferLevator anguli oris (Caninus)
AU13 cheek pufferGIF
 14DimplerBuccinator
 15Lip Corner DepressorDepressor anguli oris (Triangularis)
AU15 FACSGIF
 16 (with AU25)Lower Lip DepressorDepressor labii inferioris
 17Chin RaiserMentalis
AU17 FACS guideGIF
 18 (with slight AU22 and AU25)Lip PuckererIncisivii labii superioris and Incisivii labii inferioris
AU18 with 22A and 25AGIF
 20Lip stretcherRisorius 
AU20 lip stretcherGIF
 22 (with AU25)Lip FunnelerOrbicularis oris
AU22 with 25 FACSGIF
 23Lip TightenerOrbicularis oris
 24Lip PressorOrbicularis oris
AU24 image FACS guideGIF
 25Lips partDepressor Labii, Relaxation of Mentalis (AU17), Orbicularis Oris
 26 (with AU25)Jaw DropMasetter; Temporal and Internal Pterygoid relaxed
AU26 with 25 FACS affectivaGIF
 27Mouth StretchPterygoids, Digastric
AU27 mouth stretcherGIF
 28 (with AU26)Lip SuckOrbicularis oris
AU28 with 26 FACS affectivaGIF
 41Lid droopRelaxation of Levator Palpebrae Superioris
42SlitOrbicularis oculi
AU42 slitGIF
 43Eyes ClosedRelaxation of Levator Palpebrae Superioris
AU43 eyes closedGIF
 44SquintOrbicularis oculi, pars palpebralis
 45BlinkRelaxation of Levator Palpebrae and Contraction of Orbicularis Oculi, Pars Palpebralis.
 AU45 blinkGIF
 46WinkLevator palpebrae superioris; Orbicularis oculi, pars palpebralis
AU46 winkGIF

 

Head Movement Action Units

Action UnitDescriptionExample (Hover to Play)
 51Head Turn Left
AU51 head turn leftGIF
 52Head Turn Right
AU52 head turn rightGIF
 53Head Up
AU53 head upGIF
 54Head Down
AU54 head downGIF
 55Head Tilt Left
AU55 head tilt leftGIF
 56Head Tilt Right
AU56 head tilt rightGIF
 57Head Forward
AU57 head forwardGIF
 58Head Back
 AU58 head backGIF

 

Eye Movement Action Units

Action UnitDescriptionExample (Hover to Play)
 51Eyes Turn Left
AU61-eyes-turn-leftGIF
 51Eyes Turn Right
AU62 eyes rightGIF
 51Eyes Up
AU63 eyes upGIF
 51Eyes Down
AU64 eyes downGIF

Emotions and Action Units

The Action Units described above show the different movements of facial muscles. Certain combined movements of these facial muscles pertain to a displayed emotion. Emotion recognition is completed in iMotions using Affectiva or Emotient, which uses the collection of certain action units to provide information about which emotion is being displayed. For example, happiness is calculated from the combination of action unit 6 (cheek raiser) and 12 (lip corner puller). A complete list of these combinations and the emotion that they relate to is shown below. The gifs on the right are shown in the same order that the action units listed.

EmotionAction UnitsDescriptionExamples (Hover to Play)
Happiness / Joy6 + 12Cheek Raiser, Lip Corner Puller

AU12 lip corner pullerGIF

Sadness1 + 4 + 15Inner Brow Raiser, Brow Lowerer, Lip Corner Depressor
AU1 inner brow raiserGIF

au4 brow lowererGIF

AU15 lip corner depressorGIF

Surprise1 + 2 + 5 + 26Inner Brow Raiser, Outer Brow Raiser, Upper Lid Raiser, Jaw Drop
AU1 inner brow raiserGIF

au2 outer brow raiserGIF

au5 upper lid raiserGIF

AU26 jaw dropGIF

Fear1 + 2 + 4 + 5 + 7 + 20 + 26Inner Brow Raiser, Outer Brow Raiser, Brow Lowerer, Upper Lid Raiser, Lid Tightener, Lip Stretcher, Jaw Drop
AU1 inner brow raiserGIF

au2 outer brow raiserGIF

au4 brow lowererGIF

au5 upper lid raiserGIF

AU7 lid tightenerGIF

AU20 lip stretcherGIF

AU26 jaw dropGIF

Anger4 + 5 + 7 + 23Brow Lowerer, Upper Lid Raiser, Lid Tightener, Lip Tightener
au4 brow lowererGIF

au5 upper lid raiserGIF

AU7 lid tightenerGIF

AU23 lip tightenerGIF

Disgust9 + 15 + 16Nose Wrinkler, Lip Corner Depressor, Lower Lip Depressor
AU9 nose wrinklerGIF

AU15 lip corner depressorGIF

AU16 lower lip depressorGIF

Contempt12 + 14 (on one side of the face)Lip Corner Puller, Dimpler
AU12 lip corner pullerGIF

AU14 dimplerGIF



Posted by sunnysmileHJ
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