IJB-A

Name: IJB-A
Published: 2015-01-01
License: Custom

IARPA Janus Benchmark A

Dataset Information

Modalities

Images

Introduced

2015

License

Custom

Homepage

Official Website

Contents

Overview
Associated Benchmarks
Recent Benchmark Submissions
Research Papers

Overview

The IARPA Janus Benchmark A (IJB-A) database is developed with the aim to augment more challenges to the face recognition task by collecting facial images with a wide variations in pose, illumination, expression, resolution and occlusion. IJB-A is constructed by collecting 5,712 images and 2,085 videos from 500 identities, with an average of 11.4 images and 4.2 videos per identity.

Source: von Mises-Fisher Mixture Model-based Deep learning: Application to Face Verification

Image Source: Ruan et al

Variants: IJB-A

Associated Benchmarks

This dataset is used in 1 benchmark:

Face Verification - Metrics: TAR @ FAR=0.01, TAR @ FAR=0.001, TAR @ FAR=0.1

Recent Benchmark Submissions

Task	Model	Paper	Date
Face Verification	StyleFNM	Inclusive normalization of face images …	2023-12-22
Face Verification	PFEfuse + match	Probabilistic Face Embeddings	2019-04-21
Face Verification	SE-GV-4-g1	GhostVLAD for set-based face recognition	2018-10-23
Face Verification	VGG + GANFaces	Semi-supervised Adversarial Learning to Generate …	2018-04-10
Face Verification	Deep Residual Equivariant Mapping	Pose-Robust Face Recognition via Deep …	2018-03-02
Face Verification	VGGFace2_ft	VGGFace2: A dataset for recognising …	2017-10-23
Face Verification	FPN	FacePoseNet: Making a Case for …	2017-08-24
Face Verification	L2-constrained softmax loss	L2-constrained Softmax Loss for Discriminative …	2017-03-28
Face Verification	All-in-one CNN	An All-In-One Convolutional Neural Network …	2016-11-03
Face Verification	Triplet probabilistic embedding	Triplet Probabilistic Embedding for Face …	2016-04-19
Face Verification	Deep multi-pose representations	Face Recognition Using Deep Multi-Pose …	2016-03-23
Face Verification	Synthesis as data augmentation	Do We Really Need to …	2016-03-23
Face Verification	NAN	Neural Aggregation Network for Video …	2016-03-17
Face Verification	Template adaptation	Template Adaptation for Face Verification …	2016-03-12
Face Verification	DCNN	Unconstrained Face Verification using Deep …	2015-08-07
Face Verification	Deep CNN + COTS matcher	Face Search at Scale: 80 …	2015-07-26

Research Papers

Recent papers with results on this dataset:

Inclusive normalization of face images to passport format (2023) -
Probabilistic Face Embeddings (2019) -
GhostVLAD for set-based face recognition (2018) -
Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model (2018) -
Pose-Robust Face Recognition via Deep Residual Equivariant Mapping (2018) -
VGGFace2: A dataset for recognising faces across pose and age (2017) -
FacePoseNet: Making a Case for Landmark-Free Face Alignment (2017) -
L2-constrained Softmax Loss for Discriminative Face Verification (2017) -
An All-In-One Convolutional Neural Network for Face Analysis (2016) -
Triplet Probabilistic Embedding for Face Verification and Clustering (2016) -
Face Recognition Using Deep Multi-Pose Representations (2016) -
Do We Really Need to Collect Millions of Faces for Effective Face Recognition? (2016) -
Neural Aggregation Network for Video Face Recognition (2016) -
Template Adaptation for Face Verification and Identification (2016) -
Unconstrained Face Verification using Deep CNN Features (2015) -
Face Search at Scale: 80 Million Gallery (2015) -

External Links:

IJB-A

Overview edit

Associated Benchmarks

Recent Benchmark Submissions

Research Papers

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Overview