Face Recognition on LFW

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Accuracy

Rank	Model	Accuracy	FNMR [%] @ 10-3 FMR	F1-score	Precision	Recall	Extra Training Data	Paper	Code	Year
1	GhostFaceNetV2-1 (MS1MV3)	0.998667	–	–	–	–	✓	GhostFaceNets: Lightweight Face Recognition Model From Cheap Operations	serengil/deepface · Faceplugin-ltd/FaceRecognition-Android · HamadYA/GhostFaceNets · +4	2023
2	SymFace + AdaFace + ResNet100 +WebFace (MS1MV2)	0.9985	–	–	–	–	✓	SymFace: Additional Facial Symmetry Loss for Deep Face Recognition		2024
3	Prodpoly	0.99833	–	–	–	–	✓	Deep Polynomial Neural Networks	Faceplugin-ltd/FaceRecognition-Android · FaceOnLive/Face-Recognition-SDK-Android · grigorisg9gr/polynomial_nets · +2	2020
4	DiscFace	0.9983	–	–	–	–	✓	DiscFace: Minimum Discrepancy Learning for Deep Face Recognition		2020
4	ArcFace + MS1MV2 + R100	0.9983	–	–	–	–	✓	AdaFace: Quality Adaptive Margin for Face Recognition	mk-minchul/adaface · tomas-gajarsky/facetorch · Faceplugin-ltd/FaceRecognition-Android · +6	2022
6	DCQ	0.998	–	–	–	–	✓	Dynamic Class Queue for Large Scale Face Recognition In the Wild	bilylee/DCQ	2021
6	AdaFace + WebFace4M + R100	0.9980	–	–	–	–	✓	AdaFace: Quality Adaptive Margin for Face Recognition	mk-minchul/adaface · tomas-gajarsky/facetorch · Faceplugin-ltd/FaceRecognition-Android · +6	2022
8	EdgeFace - S (g=0.5)	0.9978	–	–	–	–	✓	EdgeFace: Efficient Face Recognition Model for Edge Devices	otroshi/edgeface · anjith2006/bob.paper.tbiom2023_edgeface · bob/bob.paper.tbiom2023_edgeface	2023
9	CircleLoss	0.9973	–	–	–	–	✓	Circle Loss: A Unified Perspective of Pair Similarity Optimization	layumi/Person_reID_baseline_pytorch · alibaba/EasyCV · TinyZeaMays/CircleLoss · +13	2020
9	FaceTransformer+OctupletLoss	0.9973	–	–	–	–	✓	Octuplet Loss: Make Face Recognition Robust to Image Resolution	Faceplugin-ltd/FaceRecognition-Android · martlgap/octuplet-loss	2022
9	EdgeFace - XS (g=0.6)	0.9973	–	–	–	–		EdgeFace: Efficient Face Recognition Model for Edge Devices	otroshi/edgeface · anjith2006/bob.paper.tbiom2023_edgeface · bob/bob.paper.tbiom2023_edgeface	2023
12	QMagFace	0.9850	–	–	–	–		QMagFace: Simple and Accurate Quality-Aware Face Recognition	pterhoer/QMagFace	2021
13	OcularAI-Face	0.945	–	0.9421	0.9934	0.896		MagicEye: An Intelligent Wearable Towards Independent Living of Visually Impaired	gauravreddy08/OcularAI	2023
14	PIC - MagFace	–	0.05	–	–	–		PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition	Faceplugin-ltd/FaceRecognition-Android · FaceOnLive/Face-Recognition-SDK-Android · pterhoer/optimalmatchingconfidence	2022
15	PIC - QMagFace	–	0.05	–	–	–		PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition	Faceplugin-ltd/FaceRecognition-Android · FaceOnLive/Face-Recognition-SDK-Android · pterhoer/optimalmatchingconfidence	2022
16	PIC - ArcFace	–	4.38	–	–	–		PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition	Faceplugin-ltd/FaceRecognition-Android · FaceOnLive/Face-Recognition-SDK-Android · pterhoer/optimalmatchingconfidence	2022
17	GhostFaceNetV2-1 (MS1MV3)	0.998667	–	–	–	–	✓	GhostFaceNets: Lightweight Face Recognition Model From Cheap Operations	serengil/deepface · Faceplugin-ltd/FaceRecognition-Android · HamadYA/GhostFaceNets · +4	2023
18	SymFace + AdaFace + ResNet100 +WebFace (MS1MV2)	0.9985	–	–	–	–	✓	SymFace: Additional Facial Symmetry Loss for Deep Face Recognition		2024
19	Prodpoly	0.99833	–	–	–	–	✓	Deep Polynomial Neural Networks	Faceplugin-ltd/FaceRecognition-Android · FaceOnLive/Face-Recognition-SDK-Android · grigorisg9gr/polynomial_nets · +2	2020
20	DiscFace	0.9983	–	–	–	–	✓	DiscFace: Minimum Discrepancy Learning for Deep Face Recognition		2020