SOTAVerified

Face Recognition

Facial Recognition is the task of making a positive identification of a face in a photo or video image against a pre-existing database of faces. It begins with detection - distinguishing human faces from other objects in the image - and then works on identification of those detected faces.

The state of the art tables for this task are contained mainly in the consistent parts of the task : the face verification and face identification tasks.

( Image credit: Face Verification )

Papers

Showing 101150 of 2329 papers

TitleStatusHype
Ensemble Learning using Transformers and Convolutional Networks for Masked Face RecognitionCode1
Hiding Visual Information via Obfuscating Adversarial PerturbationsCode1
Teaching Where to Look: Attention Similarity Knowledge Distillation for Low Resolution Face RecognitionCode1
Face Super-Resolution Using Stochastic Differential EquationsCode1
Unsupervised Face Morphing Attack Detection via Self-paced Anomaly DetectionCode1
OCFR 2022: Competition on Occluded Face Recognition From Synthetically Generated Structure-Aware OcclusionsCode1
DAS: Densely-Anchored Sampling for Deep Metric LearningCode1
Towards Privacy-Preserving, Real-Time and Lossless Feature MatchingCode1
Few-Shot Class-Incremental Learning from an Open-Set PerspectiveCode1
On Mitigating Hard Clusters for Face ClusteringCode1
UFO: Unified Feature OptimizationCode1
Controllable and Guided Face Synthesis for Unconstrained Face RecognitionCode1
Octuplet Loss: Make Face Recognition Robust to Image ResolutionCode1
Perturbation Inactivation Based Adversarial Defense for Face RecognitionCode1
SFace: Privacy-friendly and Accurate Face Recognition using Synthetic DataCode1
QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit QuantizationCode1
Quantum Neural Network Classifiers: A TutorialCode1
Face Recognition Accuracy Across Demographics: Shining a Light Into the ProblemCode1
SFace: Sigmoid-Constrained Hypersphere Loss for Robust Face RecognitionCode1
OPOM: Customized Invisible Cloak towards Face Privacy ProtectionCode1
Knowledge Distillation Meets Open-Set Semi-Supervised LearningCode1
A Challenging Benchmark of Anime Style RecognitionCode1
PedRecNet: Multi-task deep neural network for full 3D human pose and orientation estimationCode1
ChildPredictor: A Child Face Prediction Framework with Disentangled LearningCode1
Deep Unlearning via Randomized Conditionally Independent HessiansCode1
Faces: AI Blitz XIII SolutionsCode1
PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch RecognitionCode1
Unified Negative Pair Generation toward Well-discriminative Feature Space for Face RecognitionCode1
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual ProcessingCode1
Protecting Facial Privacy: Generating Adversarial Identity Masks via Style-robust Makeup TransferCode1
Label-Only Model Inversion Attacks via Boundary RepulsionCode1
Towards Universal Backward-Compatible Representation LearningCode1
Flexible-Modal Face Anti-Spoofing: A BenchmarkCode1
A Unified Framework for Masked and Mask-Free Face Recognition via Feature RectificationCode1
Bias in Automated Speaker RecognitionCode1
FaceOcc: A Diverse, High-quality Face Occlusion Dataset for Human Face ExtractionCode1
Face2Exp: Combating Data Biases for Facial Expression RecognitionCode1
FedFR: Joint Optimization Federated Framework for Generic and Personalized Face RecognitionCode1
CR-FIQA: Face Image Quality Assessment by Learning Sample Relative ClassifiabilityCode1
Mask-invariant Face Recognition through Template-level Knowledge DistillationCode1
QMagFace: Simple and Accurate Quality-Aware Face RecognitionCode1
Consistency Regularization for Deep Face Anti-SpoofingCode1
FRT-PAD: Effective Presentation Attack Detection Driven by Face Related TaskCode1
Adversarial Mask: Real-World Universal Adversarial Attack on Face Recognition ModelCode1
MixFace: Improving Face Verification Focusing on Fine-grained ConditionsCode1
FocusFace: Multi-task Contrastive Learning for Masked Face RecognitionCode1
Improving Face Recognition with Large Age Gaps by Learning to Distinguish ChildrenCode1
MOS: A Low Latency and Lightweight Framework for Face Detection, Landmark Localization, and Head Pose EstimationCode1
Pixel-Level Face Image Quality Assessment for Explainable Face RecognitionCode1
Learning Meta Pattern for Face Anti-SpoofingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR4.38Unverified
2GhostFaceNetV2-1 (MS1MV3)Accuracy1Unverified
3SymFace + AdaFace + ResNet100 +WebFace (MS1MV2)Accuracy1Unverified
4ProdpolyAccuracy1Unverified
5DiscFaceAccuracy1Unverified
6ArcFace + MS1MV2 + R100Accuracy1Unverified
7DCQAccuracy1Unverified
8AdaFace + WebFace4M + R100Accuracy1Unverified
9EdgeFace - S (g=0.5)Accuracy1Unverified
10EdgeFace - XS (g=0.6)Accuracy1Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.99Unverified
2SymFace + AdaFace + ResNet100 +WebFaceAccuracy0.99Unverified
3ElasticFace-ArcAccuracy0.99Unverified
4DiscFaceAccuracy0.99Unverified
5CircleLoss(ours)Accuracy0.96Unverified
6EdgeFace - S (g=0.5)Accuracy0.96Unverified
7DCQAccuracy0.93Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy91.47Unverified
2Fine-tuned FaceNetAccuracy88.06Unverified
3ArcFaceAccuracy87.95Unverified
4Fine-tuned VGG-FaceAccuracy86.85Unverified
5FaceNetAccuracy84.21Unverified
6VGG-FaceAccuracy79.65Unverified
#ModelMetricClaimedVerifiedStatus
1Fine-tuned ArcFaceAccuracy95.43Unverified
2Fine-tuned FaceNetAccuracy93.58Unverified
3ArcFaceAccuracy91.78Unverified
4Fine-tuned VGG-FaceAccuracy91.51Unverified
5FaceNetAccuracy90.96Unverified
6VGG-FaceAccuracy84.56Unverified
#ModelMetricClaimedVerifiedStatus
1MS1MV2, R100, SFaceAccuracy91.57Unverified
2MS1MV2, R100, ArcfaceAccuracy90.57Unverified
3MS1MV2, R100, CurricularfaceAccuracy90.43Unverified
4VGGFace2, R50, ArcFaceAccuracy85.95Unverified
5CASIA-WebFace, R50, CosFaceAccuracy82.52Unverified
6Private-Asia, R50, ArcFaceAccuracy77.2Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.98Unverified
2ElasticFace-CosAccuracy0.98Unverified
3Transformer loss+ArcFace ResNet100Accuracy0.98Unverified
4DCQAccuracy0.98Unverified
#ModelMetricClaimedVerifiedStatus
1VGG based5-class test accuracy99.2Unverified
2PIC - ArcFaceFNMR [%] @ 10-3 FMR4.22Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR3.92Unverified
4PIC - QMagFaceFNMR [%] @ 10-3 FMR3.24Unverified
#ModelMetricClaimedVerifiedStatus
1ElasticFace-CosTAR @ FAR=0.00010.95Unverified
2ArcFace+CSFMRank-10.95Unverified
3ArcFace + MS1MV2 + R100Rank-10.95Unverified
4AdaFace + MS1MV3 + R100TAR @ FAR=0.00010.94Unverified
#ModelMetricClaimedVerifiedStatus
1ProdpolyAccuracy0.96Unverified
2ElasticFace-ArcAccuracy0.96Unverified
3GhostFaceNetV2-1Accuracy0.96Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - ArcFaceFNMR [%] @ 10-3 FMR10.1Unverified
2PIC - QMagFaceFNMR [%] @ 10-3 FMR9.78Unverified
3PIC - MagFaceFNMR [%] @ 10-3 FMR9.75Unverified
#ModelMetricClaimedVerifiedStatus
1ArcFace + PPLTAR@FAR=0.000178.8Unverified
2MaskInv-HGTAR@FAR=0.000178.36Unverified
3FocusFaceTAR@FAR=0.000177.77Unverified
#ModelMetricClaimedVerifiedStatus
1AdaFace+PPLTAR@FAR=0.000184.27Unverified
2MaskInv-HGTAR@FAR=0.000183.82Unverified
3FocusFaceTAR@FAR=0.000183.4Unverified
#ModelMetricClaimedVerifiedStatus
1PIC - QMagFaceFNMR [%] @ 10-3 FMR0.96Unverified
2PIC - MagFaceFNMR [%] @ 10-3 FMR0.96Unverified
3PIC - ArcFaceFNMR [%] @ 10-3 FMR0.05Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)84.3Unverified
2FaceNet+Fixed Threshold (0.2487)Average Accuracy (10 times)80.6Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG Filter (Aligned)Rank-185Unverified
2DPMRank-171Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)83.79Unverified
2FaceNet+Fixed Threshold (0.3968)Average Accuracy (10 times)80.72Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy0.95Unverified
2ElasticFace-ArcAccuracy0.93Unverified
#ModelMetricClaimedVerifiedStatus
1FaceNet+Adaptive ThresholdAverage Accuracy (10 times)76.46Unverified
2FaceNet+Fixed Threshold (0.3779)Average Accuracy (10 times)53.97Unverified
#ModelMetricClaimedVerifiedStatus
1Wang et al. [5]Rank-194.5Unverified
2Multi-taskRank-184.32Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-187.2Unverified
2DPMRank-183.73Unverified
#ModelMetricClaimedVerifiedStatus
1MCNTAR @ FAR=0.010.54Unverified
#ModelMetricClaimedVerifiedStatus
1GhostFaceNetV2-1Accuracy99.91Unverified
#ModelMetricClaimedVerifiedStatus
1Model with Up Convolution + DoG FilterRank-188.33Unverified
#ModelMetricClaimedVerifiedStatus
1Partial FCMFR-ALL97.85Unverified
#ModelMetricClaimedVerifiedStatus
1FaceTransformer+OctupletLossAccuracy0.95Unverified