ML Research Wiki / Benchmarks / Face Recognition / LFW

LFW

Face Recognition Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 PIC - ArcFace PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition 4.38 2022-11-22 📦 Faceplugin-ltd/FaceRecognition-Android 📦 FaceOnLive/Face-Recognition-SDK-Android 📦 pterhoer/optimalmatchingconfidence
2 SymFace + AdaFace + ResNet100 +WebFace (MS1MV2) 📚 SymFace: Additional Facial Symmetry Loss for Deep Face Recognition 1.00 2024-09-18 -
3 Prodpoly 📚 Deep Polynomial Neural Networks 1.00 2020-06-20 📦 Faceplugin-ltd/FaceRecognition-Android 📦 FaceOnLive/Face-Recognition-SDK-Android 📦 grigorisg9gr/polynomial_nets 📦 Recognito-Vision/Android-FaceRecognition-FaceLivenessDetection 📦 jesperhauch/polynomial_deep_learning
4 ArcFace + MS1MV2 + R100 📚 AdaFace: Quality Adaptive Margin for Face Recognition 1.00 2022-04-03 📦 mk-minchul/adaface 📦 tomas-gajarsky/facetorch 📦 Faceplugin-ltd/FaceRecognition-Android
5 DCQ 📚 Dynamic Class Queue for Large Scale Face Recognition In the Wild 1.00 2021-05-24 📦 bilylee/DCQ
6 AdaFace + WebFace4M + R100 📚 AdaFace: Quality Adaptive Margin for Face Recognition 1.00 2022-04-03 📦 mk-minchul/adaface 📦 tomas-gajarsky/facetorch 📦 Faceplugin-ltd/FaceRecognition-Android
7 EdgeFace - S (g=0.5) 📚 EdgeFace: Efficient Face Recognition Model for Edge Devices 1.00 2023-07-04 📦 otroshi/edgeface 📦 anjith2006/bob.paper.tbiom2023_edgeface 📦 bob/bob.paper.tbiom2023_edgeface
8 CircleLoss 📚 Circle Loss: A Unified Perspective of Pair Similarity Optimization 1.00 2020-02-25 📦 layumi/Person_reID_baseline_pytorch 📦 alibaba/EasyCV 📦 TinyZeaMays/CircleLoss
9 FaceTransformer+OctupletLoss 📚 Octuplet Loss: Make Face Recognition Robust to Image Resolution 1.00 2022-07-14 📦 Faceplugin-ltd/FaceRecognition-Android 📦 martlgap/octuplet-loss
10 EdgeFace - XS (g=0.6) EdgeFace: Efficient Face Recognition Model for Edge Devices 1.00 2023-07-04 📦 otroshi/edgeface 📦 anjith2006/bob.paper.tbiom2023_edgeface 📦 bob/bob.paper.tbiom2023_edgeface

All Papers (14)

SymFace: Additional Facial Symmetry Loss for Deep Face Recognition

2024
SymFace + AdaFace + ResNet100 +WebFace (MS1MV2)