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 22512300 of 2329 papers

TitleStatusHype
Deep Variational Privacy Funnel: General Modeling with Applications in Face RecognitionCode0
Unveiling the Two-Faced Truth: Disentangling Morphed Identities for Face Morphing DetectionCode0
Tackling Face Verification Edge Cases: In-Depth Analysis and Human-Machine Fusion ApproachCode0
Preferences Prediction using a Gallery of Mobile Device based on Scene Recognition and Object DetectionCode0
Face Aging With Conditional Generative Adversarial NetworksCode0
SensitiveNets: Learning Agnostic Representations with Application to Face ImagesCode0
SeqFace: Make full use of sequence information for face recognitionCode0
LB-CNN: An Open Source Framework for Fast Training of Light Binary Convolutional Neural Networks using Chainer and CupyCode0
Real Time Face Recognition Using Convoluted Neural NetworksCode0
Exploring the Open World Using Incremental Extreme Value MachinesCode0
A visualization method for data domain changes in CNN networks and the optimization method for selecting thresholds in classification tasksCode0
Targeted Backdoor Attacks on Deep Learning Systems Using Data PoisoningCode0
Occluded Face Recognition Using Low-rank Regression with Generalized Gradient DirectionCode0
Set-Based Face Recognition Beyond Disentanglement: Burstiness Suppression With Variance VocabularyCode0
Child Face Recognition at Scale: Synthetic Data Generation and Performance BenchmarkCode0
Occlusion Robust Face Recognition Based on Mask Learning with PairwiseDifferential Siamese NetworkCode0
Occlusion Robust Face Recognition Based on Mask Learning With Pairwise Differential Siamese NetworkCode0
Deep Tree Learning for Zero-shot Face Anti-SpoofingCode0
Deep Pixel-wise Binary Supervision for Face Presentation Attack DetectionCode0
Zero-shot racially balanced dataset generation using an existing biased StyleGAN2Code0
Autonomous Learning for Face Recognition in the Wild via Ambient Wireless CuesCode0
On Complex Valued Convolutional Neural NetworksCode0
Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table RepresentationsCode0
Task-Free Continual LearningCode0
Deep Learning Face Representation by Joint Identification-VerificationCode0
One-shot Face Recognition by Promoting Underrepresented ClassesCode0
TCDiff: Triple Condition Diffusion Model with 3D Constraints for Stylizing Synthetic FacesCode0
Explaining Bias in Deep Face Recognition via Image CharacteristicsCode0
AU-Supervised Convolutional Vision Transformers for Synthetic Facial Expression RecognitionCode0
Sibling-Attack: Rethinking Transferable Adversarial Attacks against Face RecognitionCode0
Learning from Millions of 3D Scans for Large-scale 3D Face RecognitionCode0
Learning Generalizable and Identity-Discriminative Representations for Face Anti-SpoofingCode0
Recognizing Partial Biometric PatternsCode0
Teacher-Student Adversarial Depth Hallucination to Improve Face RecognitionCode0
What Should Be Balanced in a "Balanced" Face Recognition Dataset?Code0
Explainability of the Implications of Supervised and Unsupervised Face Image Quality Estimations Through Activation Map Variation Analyses in Face Recognition ModelsCode0
Evaluating the Effectiveness of Attack-Agnostic Features for Morphing Attack DetectionCode0
Learning Metrics from Teachers: Compact Networks for Image EmbeddingCode0
Similarity-based Gray-box Adversarial Attack Against Deep Face RecognitionCode0
An Improvement of Data Classification Using Random Multimodel Deep Learning (RMDL)Code0
Learning One Class Representations for Face Presentation Attack Detection using Multi-channel Convolutional Neural NetworksCode0
ViQuAE, a Dataset for Knowledge-based Visual Question Answering about Named EntitiesCode0
Deep Anomaly Detection for Generalized Face Anti-SpoofingCode0
Understanding and Mitigating Accuracy Disparity in RegressionCode0
Learning Robust Deep Face RepresentationCode0
Attributes Shape the Embedding Space of Face Recognition ModelsCode0
Deep Imbalanced Learning for Face Recognition and Attribute PredictionCode0
Learning Symmetry Consistent Deep CNNs for Face CompletionCode0
Learning the Precise Feature for Cluster AssignmentCode0
Enhancing Sample Utilization in Noise-Robust Deep Metric Learning With Subgroup-Based Positive-Pair SelectionCode0
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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