VGGFace

GPTKB entity

Statements (57)
Predicate Object
gptkbp:instance_of gptkb:speeches
gptkbp:application face verification
face identification
gptkbp:architecture deep convolutional neural network
gptkbp:collaborator gptkb:Deep_Mind
gptkb:Google
gptkb:Microsoft_Research
gptkb:Facebook_AI_Research
gptkb:NVIDIA
gptkbp:developed_by gptkb:University_of_Oxford
gptkbp:evaluates gptkb:historical_memory
F1 score
ROC curve
precision
Labeled Faces in the Wild (LFW)
gptkbp:feature_extraction face embeddings
gptkbp:field_of_study gptkb:machine_learning
computer vision
https://www.w3.org/2000/01/rdf-schema#label VGGFace
gptkbp:image web images
gptkbp:image_format gptkb:JPEG
gptkbp:input_output 224x224 pixels
gptkbp:is_a_framework_for gptkb:Caffe
gptkbp:license non-commercial research
gptkbp:metric_value 98.7% accuracy on LFW
gptkbp:notable_for identity verification
security systems
surveillance systems
social media applications
photo tagging
gptkbp:number_of_subjects 2,622
gptkbp:performance accuracy
gptkbp:predecessor gptkb:VGGNet
gptkbp:project gptkb:Amazon_Rekognition
gptkb:Deep_Face
gptkb:Dlib
gptkb:Face++
gptkb:Face_Net
gptkb:Microsoft_Face_API
gptkb:Open_Face
gptkb:Google_Vision_API
gptkb:IBM_Watson_Visual_Recognition
gptkb:Clarifai
gptkb:VGGFace2
gptkbp:provides_information_on celebrity images
2.6 million images
gptkbp:release_year gptkb:2015
gptkbp:resolution 4096-dimensional feature vector
gptkbp:software_requirement gptkb:Caffe_framework
gptkb:Linux
gptkb:Python
gptkbp:successor gptkb:VGGFace2
gptkbp:system_requirements gptkb:NVIDIA
gptkbp:training several weeks
transfer learning
gptkbp:bfsParent gptkb:Celeb_A_Dataset
gptkbp:bfsLayer 7