Face Recognition Model Analyzer Ontology
type: Ontology
version IRI: https://tw.rpi.edu/Courses/Ontologies/2018/FRMA/FRMA/1.0.4
imports: core
imports: HairOntology
imports: ImageOntology
imports: MachineLearningModelOntology
imports: PersonFaceAndDemographicOntology
imports: WearableThingsOntology
contributor: Alexander Schwartzberg
contributor: Andrew Gaudet
contributor: John Angel
contributor: Jordan Faas-Bush
contributor: Matthew Johnson
modified: 12/13/2018
publisher: FRMA Team
prior version: http://tw.rpi.edu/media/latest/OE_12_FRMA.rdf
change note: Added copyright/license info
definition: 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.
copyright: Copyright (c) 2018 FRMA Team
license: MITLicense

has occlusion
type: ObjectProperty
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: connects an area of a subject that is not visable to the subject

is occluding the region of
type: ObjectProperty
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: to be a cover, block, or hamper to the visual representation of a body region in an image

is the occlusion source of
type: ObjectProperty
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: is the source and/or causes of a specific occlusion on an image of a face

auricle occlusion
type: Class
subclass of: upper face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the ears

buccal occlusion
type: Class
subclass of: lower face occlusion
subclass of: Restriction
  on property: is occluding the region of
  some values from: UBERON_0001567
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the cheeks

cervical occlusion
type: Class
subclass of: occlusion
disjoint with: face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the neck

cranial occlusion
type: Class
subclass of: upper face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occusion of the top of the head, above the ears

face occlusion
type: Class
subclass of: occlusion
subclass of: Restriction
  on property: is occluding the region of
  some values from: UBERON_0001456
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: something that blocks the view of a persons face within an image

frontal occlusion
type: Class
subclass of: upper face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the forehead

lower face occlusion
type: Class
subclass of: face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: 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
type: Class
subclass of: lower face occlusion
subclass of: Restriction
  on property: is occluding the region of
  some values from: UBERON_0008199
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the chin

mug shot photo
type: Class
equivalent class: Class
  intersection of: PosedImage
  intersection of: Restriction
    on property: depicts
    some values from: Restriction
      on property: BFO_0000051
      some values from: UBERON_0001456
  intersection of: Restriction
    on property: depicts
    some values from: Restriction
      on property: isWearing
      some values from: Restriction
        on property: is the occlusion source of
        some values from: Class
  intersection of: Restriction
    on property: fidelityDescribedBy
    some values from: Class
      complement of: BlurryImageFidelity
  intersection of: Restriction
    on property: hasDepictedBackground
    some values from: Indoors
bibliographic citation: FRMA
source: 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.
definition: an image that is posed, has good lighting, is indoors, does not have face occlusions where the subject has his eyes open

nasal occlusion
type: Class
subclass of: upper face occlusion
subclass of: Restriction
  on property: is occluding the region of
  some values from: UBERON_0000004
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the nose

occlusion
type: Class
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: something that blocks the view of a subject within an image

ocular occlusion
type: Class
subclass of: upper face occlusion
subclass of: Restriction
  on property: is occluding the region of
  some values from: UBERON_0004088
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the eyes

oral occlusion
type: Class
subclass of: lower face occlusion
subclass of: Restriction
  on property: is occluding the region of
  some values from: UBERON_0000165
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the lips and mouth

parotid occlusion
type: Class
subclass of: lower face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the angle of the jaw

upper face occlusion
type: Class
subclass of: face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: 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
type: Class
subclass of: lower face occlusion
bibliographic citation: "Facial Region," The Free Dictionary. [Online]. Available: https://medical-dictionary.thefreedictionary.com/facial region. [Accessed: 03-Nov-2018].
source: 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.
definition: occlusion of the cheek bones