The Facial Action Coding System (F.A.C.S.) is a system to taxonomize human facial movements by their appearance on the face, based on a system originally developed by a Swedish anatomist named Carl-Herman Hjortsjö.[1] It was later adopted by Paul Ekman and Wallace V. Friesen, and published in 1978.[2] Ekman, Friesen, and Joseph C. Hager published a significant update to F.A.C.S. in 2002.[3] Movements of individual facial muscles are encoded by the F.A.C.S. from slight different instant changes in facial appearance. It has proven useful to psychologists and to animators.
Background
Blind athlete expressing joy in athletic competition. The fact that blind people use the same expressions as sighted people shows that expressions are innate.
In 2009, a study was conducted to study spontaneous facial expressions in sighted and blind judo athletes. They discovered that many facial expressions are innate and not visually learned.[4]
Method
Using the F.A.C.S.[5] human coders can manually code nearly any anatomically possible facial expression, deconstructing it into the specific "action units" (A.U.) and their temporal segments that produced the expression. As A.U.s are independent of any interpretation, they can be used for any higher-order decision-making process including recognition of basic emotions, or pre-programmed commands for an ambient intelligent environment. The F.A.C.S. manual is over five hundred pages in length and provides the A.U.s, as well as Ekman's interpretation of their meanings.
The F.A.C.S. defines A.U.s as contractions or relaxations of one or more muscles. It also defines a number of "action descriptors", which differ from A.U.s in that the authors of the F.A.C.S. have not specified the muscular basis for the action and have not distinguished specific behaviors as precisely as they have for the A.U.s.
For example, the F.A.C.S. can be used to distinguish two types of smiles as follows:[6]
The F.A.C.S. is designed to be self-instructional. People can learn the technique from a number of sources including manuals and workshops,[7] and obtain certification through testing.[8]
Although the labeling of expressions currently requires trained experts, researchers have had some success in using computers to automatically identify the F.A.C.S. codes.[9] One obstacle to automatic FACS code recognition is a shortage of manually coded ground truth data.[10]
Uses
Baby F.A.C.S.
Baby F.A.C.S. (Facial Action Coding System for Infants and Young Children)[11] is a behavioral coding system that adapts the adult F.A.C.S. to code facial expressions in infants aged 0–2 years. It corresponds to specific underlying facial muscles, tailored to infant facial anatomy and expression patterns.
It was created by Dr. Harriet Oster and colleagues to address the limitations of applying adult F.A.C.S. directly to infants, whose facial musculature, proportions and developmental capabilities differ significantly.
Use in medicine
The use of the F.A.C.S. has been proposed for use in the analysis of depression,[12] and the measurement of pain in patients unable to express themselves verbally.[13]
Interspecial applications
The original F.A.C.S. has been modified to analyze facial movements in several non-human primates, namely chimpanzees,[14] rhesus macaques,[15] gibbons and siamangs,[16] and orangutans.[17] More recently, it was developed also for domesticated species, including dogs,[18] horses[19] and cats.[20] Similarly to the human F.A.C.S., the non-human F.A.C.S. has manuals available online for each species with the respective certification tests.[21]
Thus the F.A.C.S. can be used to compare facial repertoires across species due to its anatomical basis. A study conducted by Vick and others (2006) suggests that the F.A.C.S. can be modified by taking differences in underlying morphology into account. Such considerations enable a comparison of the homologous facial movements present in humans and chimpanzees, to show that the facial expressions of both species result from extremely notable appearance changes. The development of F.A.C.S. tools for different species allows the objective and anatomical study of facial expressions in communicative and emotional contexts. Furthermore, an interspecial analysis of facial expressions can help to answer interesting questions, such as which emotions are uniquely human.[22]
The Emotional Facial Action Coding System (E.M.F.A.C.S.)[23] and the Facial Action Coding System Affect Interpretation Dictionary (F.A.C.S.A.I.D.)[24] consider only emotion-related facial actions. Examples of these are:
For clarification, the F.A.C.S. is an index of facial expressions, but does not actually provide any biomechanical information about the degree of muscle activation. Though muscle activation is not part of the F.A.C.S., the main muscles involved in the facial expression have been added here.
Action units (A.U.s) are the fundamental actions of individual muscles or groups of muscles.
Action descriptors (A.D.s) are unitary movements that may involve the actions of several muscle groups (e.g., a forward‐thrusting movement of the jaw). The muscular basis for these actions has not been specified and specific behaviors have not been distinguished as precisely as for the A.U.s.
For the most accurate annotation, the F.A.C.S. suggests agreement from at least two independent certified F.A.C.S. encoders.
Intensity scoring
Intensities of the F.A.C.S. are annotated by appending letters A–E (for minimal-maximal intensity) to the action unit number (e.g. A.U. 1A is the weakest trace of A.U. 1 and A.U. 1E is the maximum intensity possible for the individual person).
A Trace
B Slight
C Marked or pronounced
D Severe or extreme
E Maximum
Other letter modifiers
There are other modifiers present in F.A.C.S. codes for emotional expressions, such as "R" which represents an action that occurs on the right side of the face and "L" for actions which occur on the left. An action which is unilateral (occurs on only one side of the face) but has no specific side is indicated with a "U" and an action which is bilateral but has a stronger side is indicated with an "A" for "asymmetric".
List of A.U.s and A.D.s (with underlying facial muscles)
The onset of the symmetrical 14 is immediately preceded or accompanied by a head tilt to the left.
56
Head tilt right
M56
Head tilt right
The onset of the symmetrical 14 is immediately preceded or accompanied by a head tilt to the right.
57
Head forward
M57
Head thrust forward
The onset of 17+24 is immediately preceded, accompanied, or followed by a head thrust forward.
58
Head back
M59
Head shake up and down
The onset of 17+24 is immediately preceded, accompanied, or followed by an up-down head shake (nod).
M60
Head shake side to side
The onset of 17+24 is immediately preceded, accompanied, or followed by a side to side head shake.
M83
Head upward and to the side
The onset of the symmetrical 14 is immediately preceded or accompanied by a movement of the head, upward and turned or tilted to either the left or right.
Eye movement codes
A.U. number
F.A.C.S. name
Action
61
Eyes turn left
M61
Eyes left
The onset of the symmetrical 14 is immediately preceded or accompanied by eye movement to the left.
62
Eyes turn right
M62
Eyes right
The onset of the symmetrical 14 is immediately preceded or accompanied by eye movement to the right.
The onset of the symmetrical 14 is immediately preceded or accompanied by an upward rolling of the eyes.
69
Eyes positioned to look at other person
The 4, 5, or 7, alone or in combination, occurs while the eye position is fixed on the other person in the conversation.
M69
Head or eyes look at other person
The onset of the symmetrical 14 or A.U.s 4, 5, and 7, alone or in combination, is immediately preceded or accompanied by a movement of the eyes or of the head and eyes to look at the other person in the conversation.
Visibility codes
A.U. number
F.A.C.S. name
70
Brows and forehead not visible
71
Eyes not visible
72
Lower face not visible
73
Entire face not visible
74
Unscorable
Gross behavior codes
These codes are reserved for recording information about gross behaviors that may be relevant to the facial actions that are scored.
^Ekman P, Friesen W (1978). Facial Action Coding System: A Technique for the Measurement of Facial Movement. Palo Alto: Consulting Psychologists Press.
^Ekman P, Friesen WV, Hager JC (2002). Facial Action Coding System: The Manual on CD ROM. Salt Lake City: A Human Face.
^Freitas-Magalhães (2012). "Microexpression and macroexpression". In Ramachandran VS (ed.). Encyclopedia of Human Behavior. Vol. 2. Oxford: Elsevier/Academic Press. pp. 173–183. ISBN978-0-12-375000-6.
^Del Giudice M, Colle L (May 2007). "Differences between children and adults in the recognition of enjoyment smiles". Developmental Psychology. 43 (3): 796–803. doi:10.1037/0012-1649.43.3.796. PMID17484588.
^Song, Juan; Liu, Zhilei (10 Mar 2023). "Self-supervised Facial Action Unit Detection with Region and Relation Learning". arXiv:2303.05708 [cs.CV].
^Oster, Harriet (2006). Baby FACS: Facial Action Coding System for Infants and Young Children. New York: Unpublished monograph and coding manual. New York University.
^Waller BM, Lembeck M, Kuchenbuch P, Burrows AM, Liebal K (2012). "GibbonFACS: A Muscle-Based Facial Movement Coding System for Hylobatids". International Journal of Primatology. 33 (4): 809–821. doi:10.1007/s10764-012-9611-6. S2CID18321096.
^Friesen W, Ekman P (1983), EMFACS-7: Emotional Facial Action Coding System. Unpublished manuscript, vol. 2, University of California at San Francisco, p. 1