NIST FRVT Analysis

This repository contains the data and code for analysing NIST's FRVT reports.

Setup

Create conda environment

conda env create --file environment.yml

Clone the NIST FRVT repository containing the algorithm report cards. Note that the report cards are not in the main branch of the repository.

git clone --depth 1 --single-branch --branch nist-pages \
https://github.com/usnistgov/frvt.git frvt_pages

Analysis notebooks

Reading the NIST Report on 1:1 Face Recognition

• Cleaning up data extracted from the pdf file: 2020-10-31-frvt-11-cleanup-gender-race.ipynb
• Analysis and graphs: 2020-10-31-frvt-11-gender-race.ipynb

Exploring Bias using NIST's FRVT

• Parsing the downloaded report cards: 2020-11-01-parse-reportcards.ipynb
• Analysis of cross-region FMR heatmaps: 2020-11-01-cross-region-analysis.ipynb

Author

Martins Bruveris ([email protected])