Face Verification
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Benchmarks
IJB-C
IJB-A
IJB-B
MegaFace
YouTube Faces DB
BTS3.1
Labeled Faces in the Wild
Trillion Pairs Dataset
AgeDB-30
CFP-FP
BUAA-VisNir
CASIA NIR-VIS 2.0
LFW
Oulu-CASIA NIR-VIS
CALFW
CPLFW
IJB-S
CK+
IIIT-D Viewed Sketch
Oulu-CASIA
QMUL-SurvFace
Most implemented
FaceNet: A Unified Embedding for Face Recognition and Clustering
ArcFace: Additive Angular Margin Loss for Deep Face Recognition
RetinaFace: Single-stage Dense Face Localisation in the Wild
VGGFace2: A dataset for recognising faces across pose and age
SphereFace: Deep Hypersphere Embedding for Face Recognition
A Light CNN for Deep Face Representation with Noisy Labels
Papers
MTVDiff: Multimodal Conditional Latent Diffusion for Enhanced Thermal-to-Visible Face Translation
Thermal-to-visible face translation presents fundamental challenges including geometric discontinuities, semantic attribute mismatches, and identity degradation. We propose MTVDiff, a novel multimodal latent diffusion fr…
Face VerificationFace RecognitionSparsity-Inducing Divergence Losses for Biometric Verification
Performance in face and speaker verification is largely driven by margin-penalty softmax losses such as CosFace and ArcFace. Recently introduced $α$-divergence loss functions offer a compelling alternative, particularly …
Speaker VerificationFace VerificationOptimizing Image Preparation and Compression for Face Recognition within 1024 Bytes
ICAO-compliant machine readable travel documents enable automated biometric face verification. The biometric reference is stored on an RFID chip included in form of a JPEG or JPEG 2000 compressed facial image. In contras…
Face VerificationImage CompressionFace RecognitionViT-FREE: Efficient Face Recognition via Early Exiting and Synthetic Adaptation
Vision Transformers (ViTs) have gained significant attention in computer vision and shown strong potential for face recognition (FR). However, their high computational cost makes deployment on resource-constrained device…
Face VerificationFace RecognitionNon-Colliding Biometric Identities for Digital Entities: Geometry, Capacity, and Million-Scale Virtual Identity Provisioning
Digital entities such as AI agents and humanoid robots increasingly operate alongside real humans, yet their identity infrastructure is based on credentials rather than embodied biometric identity. We introduce Biometric…
Face VerificationPosition: Age Estimation Models Do Not Process Biometric Data
When a neural network estimates someone's age from a photograph, does it process biometric data? The answer depends on whether identity-discriminative representations arise within the network during inference, a question…
Face VerificationAge Estimation