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 19011950 of 2329 papers

TitleStatusHype
Local Directional Relation Pattern for Unconstrained and Robust Face Retrieval0
When 3D-Aided 2D Face Recognition Meets Deep Learning: An extended UR2D for Pose-Invariant Face Recognition0
Adversarial Discriminative Heterogeneous Face Recognition0
Deep multi-frame face super-resolution0
How to Train Triplet Networks with 100K Identities?0
Model Distillation with Knowledge Transfer from Face Classification to Alignment and Verification0
Improving precision and recall of face recognition in SIPP with combination of modified mean search and LSH0
Improving Heterogeneous Face Recognition with Conditional Adversarial Networks0
Deep Convolutional Neural Network for Age Estimation based on VGG-Face ModelCode0
Fast Landmark Localization with 3D Component Reconstruction and CNN for Cross-Pose Recognition0
Photorealistic Facial Expression Synthesis by the Conditional Difference Adversarial Autoencoder0
Cross-Age LFW: A Database for Studying Cross-Age Face Recognition in Unconstrained Environments0
Maximum A Posteriori Estimation of Distances Between Deep Features in Still-to-Video Face Recognition0
FacePoseNet: Making a Case for Landmark-Free Face AlignmentCode0
Nonnegative Restricted Boltzmann Machines for Parts-based Representations Discovery and Predictive Model Stabilization0
Dockerface: an Easy to Install and Use Faster R-CNN Face Detector in a Docker ContainerCode0
Probabilistic Neural Network with Complex Exponential Activation Functions in Image Recognition using Deep Learning Framework0
Joint Face Alignment and 3D Face Reconstruction with Application to Face Recognition0
Generative Adversarial Network-based Synthesis of Visible Faces from Polarimetric Thermal Faces0
Wasserstein CNN: Learning Invariant Features for NIR-VIS Face Recognition0
Unconstrained Face Detection and Open-Set Face Recognition Challenge0
Unsupervised Domain Adaptation for Face Recognition in Unlabeled Videos0
Combining Keystroke Dynamics and Face Recognition for User Verification0
Learning Deep Convolutional Embeddings for Face Representation Using Joint Sample- and Set-based Supervision0
Enhancing Convolutional Neural Networks for Face Recognition with Occlusion Maps and Batch Triplet Loss0
Contrastive-center loss for deep neural networksCode0
One-shot Face Recognition by Promoting Underrepresented ClassesCode0
Synthesis-based Robust Low Resolution Face Recognition0
Image Segmentation Algorithms Overview0
Face Recognition with Machine Learning in OpenCV_ Fusion of the results with the Localization Data of an Acoustic Camera for Speaker Identification0
Kernel Pooling for Convolutional Neural Networks0
Discriminative Covariance Oriented Representation Learning for Face Recognition With Image Sets0
Disentangled Representation Learning GAN for Pose-Invariant Face Recognition0
FFTLasso: Large-Scale LASSO in the Fourier Domain0
Automatic Face Image Quality Prediction0
Large-scale Datasets: Faces with Partial Occlusions and Pose Variations in the Wild0
Low Resolution Face Recognition Using a Two-Branch Deep Convolutional Neural Network Architecture0
Recent Progress of Face Image Synthesis0
Decoupling "when to update" from "how to update"Code0
DeepKey: An EEG and Gait Based Dual-Authentication System0
A Vision System for Multi-View Face Recognition0
Representation Learning by Rotating Your Faces0
The Do's and Don'ts for CNN-based Face Verification0
Cross-label Suppression: A Discriminative and Fast Dictionary Learning with Group Regularization0
Face Recognition Machine Vision System Using Eigenfaces0
Toward Open-Set Face Recognition0
Level Playing Field for Million Scale Face Recognition0
Expressing Facial Structure and Appearance Information in Frequency Domain for Face Recognition0
Face Identification and Clustering0
SphereFace: Deep Hypersphere Embedding for Face RecognitionCode0
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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