IJB-B

IARPA Janus Benchmark-B

Dataset Information
Modalities
Images, Videos
Introduced
2017
License
Homepage

Overview

The IJB-B dataset is a template-based face dataset that contains 1845 subjects with 11,754 images, 55,025 frames and 7,011 videos where a template consists of a varying number of still images and video frames from different sources. These images and videos are collected from the Internet and are totally unconstrained, with large variations in pose, illumination, image quality etc. In addition, the dataset comes with protocols for 1-to-1 template-based face verification, 1-to-N template-based open-set face identification, and 1-to-N open-set video face identification.

Source: An Automatic System for Unconstrained Video-Based Face Recognition
Image Source: https://www.vislab.ucr.edu/Biometrics2017/program_slides/Noblis_CVPRW_IJBB.pdf

Variants: IJB-B

Associated Benchmarks

This dataset is used in 3 benchmarks:

  • Face Verification -
  • Face Recognition -
  • Quantization -

Recent Benchmark Submissions

Task Model Paper Date
Face Verification CAFace+AdaFace (WebFace4M) Cluster and Aggregate: Face Recognition … 2022-10-19
Face Recognition ArcFace+CSFM Controllable and Guided Face Synthesis … 2022-07-20
Quantization Unknown QuantFace: Towards Lightweight Face Recognition … 2022-06-21
Face Recognition AdaFace + MS1MV3 + R100 AdaFace: Quality Adaptive Margin for … 2022-04-03
Face Recognition ArcFace + MS1MV2 + R100 AdaFace: Quality Adaptive Margin for … 2022-04-03
Face Verification AdaFace (WebFace4M) AdaFace: Quality Adaptive Margin for … 2022-04-03
Face Verification AdaFace (MS1MV2) AdaFace: Quality Adaptive Margin for … 2022-04-03
Face Verification AdaFace (MS1MV3) AdaFace: Quality Adaptive Margin for … 2022-04-03
Face Verification PartialFC(WebFace42M) Killing Two Birds with One … 2022-03-28
Face Verification Arc+UNPG Unified Negative Pair Generation toward … 2022-03-22
Face Verification Cos+UNPG Unified Negative Pair Generation toward … 2022-03-22
Face Verification Mag+UNPG Unified Negative Pair Generation toward … 2022-03-22
Face Verification QMagFace QMagFace: Simple and Accurate Quality-Aware … 2021-11-26
Face Recognition ElasticFace-Cos ElasticFace: Elastic Margin Loss for … 2021-09-20
Face Verification SE-GV-3-g2 GhostVLAD for set-based face recognition 2018-10-23
Face Verification VGGFace2_ft VGGFace2: A dataset for recognising … 2017-10-23
Face Verification FPN FacePoseNet: Making a Case for … 2017-08-24

Research Papers

Recent papers with results on this dataset: