This page features condensed results of all the analysis that was done.

Introduction

Fairness evaluation studies across Biometric Modalities

Fairness in Face Recognition

Ocular : Motivation

Research Objectives

Covariates to be Studied

Datasets Used

Gender Classification

Updates to Training

Across Model - VIS

Across Model - NIR

Across Model - NIR (Cross Dataset)

Across Databalance - VIS

Across Databalance - NIR

Across Race - VIS

Across Age - VIS

Across Modality - VIS

Across Modality - NIR

Across Device - VIS

Across Lighting - VIS

Across Spectrum

Subject Verification

Across Model - VIS

Across Model - NIR

Across Databalance - VIS

Across Databalance - NIR

Across Race - VIS

Across Modality - VIS

Across Modality - NIR

Across Device - VIS

Across Lighting - VIS

Across Spectrum

Summary