Face recognition by humans and machines: three fundamental advances from deep learning
AJ O'Toole, CD Castillo - Annual Review of Vision Science, 2021 - annualreviews.org
Deep learning models currently achieve human levels of performance on real-world face
recognition tasks. We review scientific progress in understanding human face processing …
recognition tasks. We review scientific progress in understanding human face processing …
Individual differences and the multidimensional nature of face perception
Face perception is crucial to social interactions, yet people vary in how easily they can
recognize their friends, verify an identification document or notice someone's smile. There …
recognize their friends, verify an identification document or notice someone's smile. There …
Learning faces from variability
KL Ritchie, AM Burton - Quarterly Journal of Experimental …, 2017 - journals.sagepub.com
Research on face learning has tended to use sets of images that vary systematically on
dimensions such as pose and illumination. In contrast, we have proposed that exposure to …
dimensions such as pose and illumination. In contrast, we have proposed that exposure to …
Flexible voices: Identity perception from variable vocal signals
Human voices are extremely variable: The same person can sound very different depending
on whether they are speaking, laughing, shouting or whispering. In order to successfully …
on whether they are speaking, laughing, shouting or whispering. In order to successfully …
Understanding face familiarity
It has been known for many years that identifying familiar faces is much easier than
identifying unfamiliar faces, and that this familiar face advantage persists across a range of …
identifying unfamiliar faces, and that this familiar face advantage persists across a range of …
Evaluating the feature comparison strategy for forensic face identification.
Face recognition is thought to rely on representations that encode holistic properties.
Paradoxically, professional forensic examiners who identify unfamiliar faces by comparing …
Paradoxically, professional forensic examiners who identify unfamiliar faces by comparing …
Where do spontaneous first impressions of faces come from?
Humans spontaneously attribute a wide range of traits to strangers based solely on their
facial features. These first impressions are known to exert striking effects on our choices and …
facial features. These first impressions are known to exert striking effects on our choices and …
Acoustic voice variation within and between speakers
Little is known about the nature or extent of everyday variability in voice quality. This paper
describes a series of principal component analyses to explore within-and between-talker …
describes a series of principal component analyses to explore within-and between-talker …
How many voices did you hear? Natural variability disrupts identity perception from unfamiliar voices
Our voices sound different depending on the context (laughing vs. talking to a child vs.
giving a speech), making within‐person variability an inherent feature of human voices …
giving a speech), making within‐person variability an inherent feature of human voices …
The roles of perceptual and conceptual information in face recognition.
L Schwartz, G Yovel - Journal of Experimental Psychology: General, 2016 - psycnet.apa.org
The representation of familiar objects is comprised of perceptual information about their
visual properties as well as the conceptual knowledge that we have about them. What is the …
visual properties as well as the conceptual knowledge that we have about them. What is the …