Fairness Indicators for Systematic Assessments of Visual Feature Extractors
Priya Goyal, Adriana Romero, Caner Hazırbaş, Levent Sagun, Nicolas Usunier
Abstract
Does everyone equally benefit from computer vision systems? Answers to this question become more and more important as computer vision systems are deployed at large scale, and can spark major concerns when they exhibit vast performance discrepancies between people from various demographic and social backgrounds.
Topics & Concepts
Computer scienceSPARK (programming language)Feature (linguistics)Scale (ratio)Human–computer interactionData scienceArtificial intelligenceInformation retrievalQuantum mechanicsPhysicsLinguisticsPhilosophyProgramming languageVisual Attention and Saliency DetectionDomain Adaptation and Few-Shot LearningExplainable Artificial Intelligence (XAI)