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 801850 of 2329 papers

TitleStatusHype
Improving Federated Learning Face Recognition via Privacy-Agnostic Clusters0
Psychophysical Evaluation of Human Performance in Detecting Digital Face Image Manipulations0
Unsupervised Single-shot Depth Estimation using Perceptual ReconstructionCode0
Speckle-based optical cryptosystem and its application for human face recognition via deep learning0
On the Issues of TrueDepth Sensor Data for Computer Vision Tasks Across Different iPad GenerationsCode0
Comparison research on binary relations based on transitive degrees and cluster degrees0
Bias in Automated Speaker RecognitionCode1
Face recognition via compact second order image gradient orientationsCode0
Basket-based Softmax0
A Comprehensive Study on Occlusion Invariant Face Recognition under Face Mask Occlusion0
AI-based Re-identification of Behavioral Clickstream Data0
Reliable Detection of Doppelgängers based on Deep Face Representations0
FaceOcc: A Diverse, High-quality Face Occlusion Dataset for Human Face ExtractionCode1
KappaFace: Adaptive Additive Angular Margin Loss for Deep Face RecognitionCode0
Are CNNs biased towards texture rather than object shape?0
Masked Faces with Faced Masks0
Beyond the Visible: A Survey on Cross-spectral Face Recognition0
Similarity-based Gray-box Adversarial Attack Against Deep Face RecognitionCode0
GMFIM: A Generative Mask-guided Facial Image Manipulation Model for Privacy Preservation0
3D Face Morphing Attacks: Generation, Vulnerability and DetectionCode0
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation0
A Survey on Face Recognition Systems0
Local Directional Gradient Pattern: A Local Descriptor for Face Recognition0
Local Gradient Hexa Pattern: A Descriptor for Face Recognition and Retrieval0
FaceQgen: Semi-Supervised Deep Learning for Face Image Quality AssessmentCode0
Biometrics in the Time of Pandemic: 40% Masked Face Recognition Degradation can be Reduced to 2%0
Face2Exp: Combating Data Biases for Facial Expression RecognitionCode1
Enhancing Face Recognition With Self-Supervised 3D Reconstruction0
Killing Two Birds With One Stone: Efficient and Robust Training of Face Recognition CNNs by Partial FCCode0
A Data-Driven Approach to Improve 3D Head-Pose Estimation0
Resource-Efficient Deep Learning: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques0
Few-shot Backdoor Defense Using Shapley Estimation0
Gendered Differences in Face Recognition Accuracy Explained by Hairstyles, Makeup, and Facial Morphology0
FedFR: Joint Optimization Federated Framework for Generic and Personalized Face RecognitionCode1
High-Accuracy RGB-D Face Recognition via Segmentation-Aware Face Depth Estimation and Mask-Guided Attention Network0
Contrastive Attention Network with Dense Field Estimation for Face Completion0
Rapid Face Mask Detection and Person Identification Model based on Deep Neural Networks0
Distill and De-bias: Mitigating Bias in Face Verification using Knowledge Distillation0
Federated Learning for Face Recognition with Gradient Correction0
CR-FIQA: Face Image Quality Assessment by Learning Sample Relative ClassifiabilityCode1
Mask-invariant Face Recognition through Template-level Knowledge DistillationCode1
Explainability of the Implications of Supervised and Unsupervised Face Image Quality Estimations Through Activation Map Variation Analyses in Face Recognition ModelsCode0
Unimodal Face Classification with Multimodal TrainingCode0
Generation of Non-Deterministic Synthetic Face Datasets Guided by Identity Priors0
Detect Faces Efficiently: A Survey and EvaluationsCode3
Improved sparse PCA method for face and image recognition0
Dual Spoof Disentanglement Generation for Face Anti-spoofing with Depth Uncertainty LearningCode2
Using a GAN to Generate Adversarial Examples to Facial Image Recognition0
Worst-Case Morphs: a Theoretical and a Practical Approach0
Morph Detection Enhanced by Structured Group Sparsity0
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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 - MagFaceFNMR [%] @ 10-3 FMR0.96Unverified
2PIC - QMagFaceFNMR [%] @ 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