Robust Face Recognition

3 papers with code ยท Computer Vision

Robust face recognition is the task of performing recognition in an unconstrained environment, where there is variation of view-point, scale, pose, illumination and expression of the face images

State-of-the-art leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Latest papers without code

Accelerated Variance Reduced Stochastic Extragradient Method for Sparse Machine Learning Problems

ICLR 2020

Moreover, our theoretical analysis shows that AVR-SExtraGD enjoys the best-known convergence rates and oracle complexities of stochastic first-order algorithms such as Katyusha for both strongly convex and non-strongly convex problems.

FACE RECOGNITION ROBUST FACE RECOGNITION

A Paired Sparse Representation Model for Robust Face Recognition from a Single Sample

5 Oct 2019

In order to account for non-linear variations due to pose, a paired sparse representation model is introduced allowing for joint use of variational information and synthetic face images.

FACE RECOGNITION ROBUST FACE RECOGNITION

Dual Encoder-Decoder based Generative Adversarial Networks for Disentangled Facial Representation Learning

19 Sep 2019

To be more specific, the encoder-decoder structured generator is used to learn a pose disentangled face representation, and the encoder-decoder structured discriminator is tasked to perform real/fake classification, face reconstruction, determining identity and estimating face pose.

BENCHMARKING FACE GENERATION FACE RECOGNITION FACE RECONSTRUCTION POSE ESTIMATION REPRESENTATION LEARNING ROBUST FACE RECOGNITION

Occlusion Robust Face Recognition Based on Mask Learning with PairwiseDifferential Siamese Network

17 Aug 2019

Deep Convolutional Neural Networks (CNNs) have been pushing the frontier of the face recognition research in the past years.

FACE RECOGNITION ROBUST FACE RECOGNITION

Attentional Feature-Pair Relation Networks for Accurate Face Recognition

17 Aug 2019

In this paper, we propose a novel face recognition method, called Attentional Feature-pair Relation Network (AFRN), which represents the face by the relevant pairs of local appearance block features with their attention scores.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION ROBUST FACE RECOGNITION

Low-Rank Laplacian-Uniform Mixed Model for Robust Face Recognition

CVPR 2019

Sparse representation based methods have successfully put forward a general framework for robust face recognition through linear reconstruction and sparsity constraints.

FACE RECOGNITION ROBUST FACE RECOGNITION

Illumination Normalization via Merging Locally Enhanced Textures for Robust Face Recognition

10 May 2019

In order to improve the accuracy of face recognition under varying illumination conditions, a local texture enhanced illumination normalization method based on fusion of differential filtering images (FDFI-LTEIN) is proposed to weaken the influence caused by illumination changes.

FACE RECOGNITION ROBUST FACE RECOGNITION

M2FPA: A Multi-Yaw Multi-Pitch High-Quality Database and Benchmark for Facial Pose Analysis

30 Mar 2019

In this paper, a new large-scale Multi-yaw Multi-pitch high-quality database is proposed for Facial Pose Analysis (M2FPA), including face frontalization, face rotation, facial pose estimation and pose-invariant face recognition.

FACE GENERATION FACE RECOGNITION POSE ESTIMATION ROBUST FACE RECOGNITION

Occlusion-guided compact template learning for ensemble deep network-based pose-invariant face recognition

12 Mar 2019

The compact face representation is not sensitive to the number of patches that are used to construct the facial template and is more suitable for incorporating the information from different view angles for image-set based face recognition.

FACE RECOGNITION FACE VERIFICATION ROBUST FACE RECOGNITION

Face Recognition Under Varying Blur, Illumination and Expression in an Unconstrained Environment

28 Feb 2019

Identifying faces with facial expressions is also a challenging task, due to the deformation caused by the facial expressions.

FACE RECOGNITION ROBUST FACE RECOGNITION