LFW

Overview edit

Variants: LFW, Labeled Faces in the Wild, LFW (Online Open Set)

Associated Benchmarks

This dataset is used in 7 benchmarks:

• Face Verification - Metrics: BFAR, BFRR, FRR@FAR(%)
• Face Recognition - Metrics: Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
• Face Anonymization - Metrics: ID retrieval, Temporal ID consistency, negated ID retrieval
• Quantization - Metrics: Accuracy
• 3D Face Modelling - Metrics: 1-of-100 Accuracy
• Blind Face Restoration - Metrics: FID
• Face Quality Assessement - Metrics: Equal Error Rate

Recent Benchmark Submissions

Research Papers

Recent papers with results on this dataset:

• SymFace: Additional Facial Symmetry Loss for Deep Face Recognition (2024) -
• FIVA: Facial Image and Video Anonymization and Anonymization Defense (2023) -
• DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior (2023) -
• Dual Associated Encoder for Face Restoration (2023) -
• EdgeFace: Efficient Face Recognition Model for Edge Devices (2023) -
• MagicEye: An Intelligent Wearable Towards Independent Living of Visually Impaired (2023) -
• PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition (2022) -
• Mitigating Gender Bias in Face Recognition Using the von Mises-Fisher Mixture Model (2022) -
• Octuplet Loss: Make Face Recognition Robust to Image Resolution (2022) -
• Towards Robust Blind Face Restoration with Codebook Lookup Transformer (2022) -
• QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit Quantization (2022) -
• AdaFace: Quality Adaptive Margin for Face Recognition (2022) -
• QMagFace: Simple and Accurate Quality-Aware Face Recognition (2021) -
• Dynamic Class Queue for Large Scale Face Recognition In the Wild (2021) -
• Deep Polynomial Neural Networks (2020) -
• SER-FIQ: Unsupervised Estimation of Face Image Quality Based on Stochastic Embedding Robustness (2020) -
• Circle Loss: A Unified Perspective of Pair Similarity Optimization (2020) -