ML Research Wiki / Benchmarks / Face Verification / IJB-A

IJB-A

Face Verification Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: TAR @ FAR=0.01

Top Performing Models

Rank	Model	Paper	TAR @ FAR=0.01	Date	Code
1	PFEfuse + match	Probabilistic Face Embeddings	95.25	2019-04-21	📦 seasonSH/Probabilistic-Face-Embeddings
2	VGG + GANFaces	Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model	18.77	2018-04-10	📦 barisgecer/facegan
3	VGGFace2_ft	VGGFace2: A dataset for recognising faces across pose and age	0.99	2017-10-23	📦 deepinsight/insightface 📦 YadiraF/DECA 📦 yfeng95/deca
4	SE-GV-4-g1	GhostVLAD for set-based face recognition	0.00	2018-10-23	📦 keetsky/Net_ghostVLAD-pytorch 📦 taylorlu/ghostvlad-speaker
5	L2-constrained softmax loss	L2-constrained Softmax Loss for Discriminative Face Verification	0.00	2017-03-28	📦 samisoto/keras_cosine_based_loss
6	StyleFNM 📚	Inclusive normalization of face images to passport format	0.00	2023-12-22	-
7	Deep Residual Equivariant Mapping	Pose-Robust Face Recognition via Deep Residual Equivariant Mapping	0.00	2018-03-02	📦 penincillin/DREAM
8	NAN	Neural Aggregation Network for Video Face Recognition	0.00	2016-03-17	-
9	Template adaptation	Template Adaptation for Face Verification and Identification	0.00	2016-03-12	-
10	All-in-one CNN	An All-In-One Convolutional Neural Network for Face Analysis	0.00	2016-11-03	📦 senguptaumd/SfSNet

All Papers (16)

Probabilistic Face Embeddings

2019

PFEfuse + match

seasonSH/Probabilistic-Face-Embeddings

Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model

2018

VGG + GANFaces

barisgecer/facegan

VGGFace2: A dataset for recognising faces across pose and age

2017

VGGFace2_ft

deepinsight/insightface YadiraF/DECA

GhostVLAD for set-based face recognition

2018

SE-GV-4-g1

keetsky/Net_ghostVLAD-pytorch taylorlu/ghostvlad-speaker

L2-constrained Softmax Loss for Discriminative Face Verification

2017

L2-constrained softmax loss

samisoto/keras_cosine_based_loss

Inclusive normalization of face images to passport format

2023

StyleFNM

Pose-Robust Face Recognition via Deep Residual Equivariant Mapping

2018

Deep Residual Equivariant Mapping

penincillin/DREAM

Neural Aggregation Network for Video Face Recognition

2016

NAN

Template Adaptation for Face Verification and Identification

2016

Template adaptation

An All-In-One Convolutional Neural Network for Face Analysis

2016

All-in-one CNN

senguptaumd/SfSNet

FacePoseNet: Making a Case for Landmark-Free Face Alignment

2017

FPN

fengju514/Expression-Net fengju514/Face-Pose-Net

Triplet Probabilistic Embedding for Face Verification and Clustering

2016

Triplet probabilistic embedding

Ananaskelly/TPE obj2vec/obj2vec

Do We Really Need to Collect Millions of Faces for Effective Face Recognition?

2016

Synthesis as data augmentation

Unconstrained Face Verification using Deep CNN Features

2015

DCNN

Face Recognition Using Deep Multi-Pose Representations

2016

Deep multi-pose representations

Face Search at Scale: 80 Million Gallery

2015

Deep CNN + COTS matcher

IJB-A

Performance Over Time

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Top Performing Models

All Papers (16)

Probabilistic Face Embeddings

Semi-supervised Adversarial Learning to Generate Photorealistic Face Images of New Identities from 3D Morphable Model

VGGFace2: A dataset for recognising faces across pose and age

GhostVLAD for set-based face recognition

L2-constrained Softmax Loss for Discriminative Face Verification

Inclusive normalization of face images to passport format

Pose-Robust Face Recognition via Deep Residual Equivariant Mapping

Neural Aggregation Network for Video Face Recognition

Template Adaptation for Face Verification and Identification

An All-In-One Convolutional Neural Network for Face Analysis

FacePoseNet: Making a Case for Landmark-Free Face Alignment

Triplet Probabilistic Embedding for Face Verification and Clustering

Do We Really Need to Collect Millions of Faces for Effective Face Recognition?

Unconstrained Face Verification using Deep CNN Features

Face Recognition Using Deep Multi-Pose Representations

Face Search at Scale: 80 Million Gallery

Model	Paper	TAR @ FAR=0.01	Date
PFEfuse + match	Probabilistic Face Embeddings	95.25	2019-04-21
VGG + GANFaces	Semi-supervised Adversarial Learning to Generate …	18.77	2018-04-10
VGGFace2_ft	VGGFace2: A dataset for recognising faces across …	0.99	2017-10-23
SE-GV-4-g1	GhostVLAD for set-based face recognition		2018-10-23
L2-constrained softmax loss	L2-constrained Softmax Loss for Discriminative Fa…		2017-03-28
StyleFNM	Inclusive normalization of face images to passpor…		2023-12-22
Deep Residual Equivariant Mapping	Pose-Robust Face Recognition via Deep Residual Eq…		2018-03-02
NAN	Neural Aggregation Network for Video Face Recogni…		2016-03-17
Template adaptation	Template Adaptation for Face Verification and Ide…		2016-03-12
All-in-one CNN	An All-In-One Convolutional Neural Network for Fa…		2016-11-03
FPN	FacePoseNet: Making a Case for Landmark-Free Face…		2017-08-24
Triplet probabilistic embedding	Triplet Probabilistic Embedding for Face Verifica…		2016-04-19
Synthesis as data augmentation	Do We Really Need to Collect Millions of Faces fo…		2016-03-23
DCNN	Unconstrained Face Verification using Deep CNN Fe…		2015-08-07
Deep multi-pose representations	Face Recognition Using Deep Multi-Pose Representa…		2016-03-23
Deep CNN + COTS matcher	Face Search at Scale: 80 Million Gallery		2015-07-26