[5] Physiognomy as it is understood today is a subject of renewed scientific interest, especially as it relates to machine learning and facial recognition technology.
[6][7][8] The main interest for scientists today are the risks, including privacy concerns, of physiognomy in the context of facial recognition algorithms.
[10] Early indications of a developed physiognomic theory appear in 5th century BC Athens, with the works of Zopyrus (featured in dialogue by Phaedo of Elis), an expert in the art.
[11] After Aristotle, the major extant works in physiognomy are: Ancient Greek mathematician, astronomer, and scientist Pythagoras—who some believe originated physiognomics—once rejected a prospective follower named Cylon because, to Pythagoras, his appearance indicated bad character.
Michael Scot, a court scholar for Frederick II, Holy Roman Emperor, wrote Liber physiognomiae in the early 13th century concerning the subject.
English universities taught physiognomy until Henry VIII of England outlawed "beggars and vagabonds playing 'subtile, crafty and unlawful games such as physnomye or 'palmestrye'" in 1530 or 1531.
[1] His harshest critic was scientist Georg Christoph Lichtenberg, who said pathognomy, or discovering the character of a person by observing their behavior, was more effective.
"[1][18] Lavater found confirmation of his ideas from the English physician-philosopher Sir Thomas Browne (1605–1682), and the Italian Giambattista Della Porta (1535–1615).
Browne in his Religio Medici (1643) discusses the possibility of the discernment of inner qualities from the outer appearance of the face, and wrote: there is surely a Physiognomy, which those experienced and Master Mendicants observe. ...
Browne also introduced the word caricature into the English language,[19] whence much of physiognomical belief attempted to entrench itself by illustrative means, in particular through visual political satire.
Both della Porta and Browne adhered to the 'doctrine of signatures'—that is, the belief that the physical structures of nature such as a plant's roots, stem, and flower, were indicative keys (or 'signatures') to their medicinal potentials.
A host of 19th-century English authors were influenced by the idea, notably evident in the detailed physiognomic descriptions of characters in the novels of Charles Dickens, Thomas Hardy, and Charlotte Brontë.
[22] Phrenology, a form of physiognomy that measures the bumps on the skull in order to determine mental and personality characteristics, was created around 1800 by German physician Franz Joseph Gall and Johann Spurzheim, and was widely popular in the 19th century in Europe and the United States.
He finds these in appearance and (often metaphorically) character, e.g. Germans to Lions, Negroes to Elephants and Fishes, Chinamen to Hogs, Yankees to Bears, Jews to Goats.
[24] During the late 19th century, English psychometrician Sir Francis Galton attempted to define physiognomic characteristics of health, disease, beauty, and criminality, via a method of composite photography.
As he continued analyzing the data he gathered from Villella's autopsy and compared and contrasted those results with previous cases, he inferred that certain physical characteristics allowed for some individuals to have a greater "propensity to offend and were also savage throwbacks to early man".
Discourse around physiognomy has been resurgent on social media among both male and female users, particularly with regards to memes, face filters, and anti-feminist and incel communities.
[37][38] Due to its legacy of racism and junk science masquerading as criminology, scientific study or discussion of the relationship between facial features and character has become taboo.
[40] Lastly, there are several biological factors that influence both facial appearance and character traits, such pre- and post-natal hormone levels[41] and gene expression.
[43] The self-fulfilling prophesy effect asserts that people perceived to have a certain attribute will be treated accordingly, and over time may engage in behaviors consistent with others' expectations of them.
For instance, researchers have claimed that it is possible to predict upper body strength and some personality traits (propensity to aggression) only by looking at the width of the face.
[8] In a study that used facial recognition technology by analyzing the faces of over one million individuals, political orientation was predicted correctly 74% of the time; considerably better than chance (50%), human ability (55%) or even personality questionnaires (68%).
[52] In 2017, a controversial study claimed that an AI algorithm could detect sexual orientation 'more accurately than humans' (in 81% of the tested cases for men and 71% for women).
In early 2018, researchers, among them two specialists of AI working at Google (one of the two on face recognition), issued a reportedly contradicting study based on a survey of 8,000 Americans using Amazon's Mechanical Turk crowd-sourcing platform.