Alexander Schwartzberg
Andrew Gaudet
John Angel
Jordan Faas-Bush
Matthew Johnson
FRMA Team
Face Recognition Model Analyzer Ontology
Machine learning allows us to learn a model for a given task such as facial recognition with a high degree of accuracy. However, after these models are generated they are often treated as black boxes and the limitations of a model are often unknown to the end user. The system developed for this use case will provide an intuitive interface to explore the limits of a facial recognition model by semantically integrating "smart" images(semantically describe who the image depicts and what Kumar [2] features the image exhibits) with classification results to discover common causes for misclassifications.
"Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
G. B. Huang, M. Mattar, T. Berg, and E. Learned-Miller, "Labeled faces in the wild: A database for studying face recognition in unconstrained environments," in Workshop on faces in’Real-Life’Images: detection, alignment, and recognition, 2008.
connects an area of a subject that is not visable to the subject
is occluding the region of
to be a cover, block, or hamper to the visual representation of a body region in an image
is the occlusion source of
is the source and/or causes of a specific occlusion on an image of a face
auricle occlusion
occlusion of the ears
buccal occlusion
occlusion of the cheeks
cervical occlusion
occlusion of the neck
cranial occlusion
occusion of the top of the head, above the ears
face occlusion
something that blocks the view of a persons face within an image
frontal occlusion
occlusion of the forehead
lower face occlusion
something that blocks a portion of the view of a persons face from the bottom of the nose to the bottom of the head within within an image
mental occlusion
occlusion of the chin
FRMA
an image that is posed, has good lighting, is indoors, does not have face occlusions where the subject has his eyes open
nasal occlusion
occlusion of the nose
occlusion
something that blocks the view of a subject within an image
ocular occlusion
occlusion of the eyes
oral occlusion
occlusion of the lips and mouth
parotid occlusion
occlusion of the angle of the jaw
upper face occlusion
something that blocks a portion of the view of a persons face from the bottom of the nose to the top of the head within within an image
zygomatic occlusion
occlusion of the cheek bones