Face Recognition

90 papers with code · Computer Vision

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.

State-of-the-art leaderboards

Latest papers without code

SemanticAdv: Generating Adversarial Examples via Attribute-Conditional Image Editing

ICLR 2020

In this paper, we aim to explore the impact of semantic manipulation on DNNs predictions by manipulating the semantic attributes of images and generate “unrestricted adversarial examples".

FACE RECOGNITION FACE VERIFICATION

The Secret Revealer: Generative Model Inversion Attacks Against Deep Neural Networks

ICLR 2020

We present a novel attack method, termed the \emph{generative model inversion attack}, which can invert deep neural networks with high success rates.

FACE RECOGNITION

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

Efficient High-Dimensional Data Representation Learning via Semi-Stochastic Block Coordinate Descent Methods

ICLR 2020

To address this issue, we propose a novel hard thresholding algorithm, called Semi-stochastic Block Coordinate Descent Hard Thresholding Pursuit (SBCD-HTP).

FACE RECOGNITION REPRESENTATION LEARNING

Spoofing and Anti-Spoofing with Wax Figure Faces

12 Oct 2019

In this work, we introduce a wax figure face database (WFFD) as a novel and super-realistic 3D face presentation attack.

FACE DETECTION FACE RECOGNITION

Learning deep forest with multi-scale Local Binary Pattern features for face anti-spoofing

9 Oct 2019

Studies about the transferability of the adversarial attack reveal that utilizing handcrafted feature-based methods could improve security in a system-level.

ADVERSARIAL ATTACK FACE ANTI-SPOOFING FACE RECOGNITION

ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence

7 Oct 2019

To mitigate the degradation due to turbulence which includes deformation and blur, we propose a generative single frame restoration algorithm which disentangles the blur and deformation due to turbulence and reconstructs a restored image.

FACE RECOGNITION IMAGE RESTORATION

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

Vulnerability of Face Recognition to Deep Morphing

3 Oct 2019

We show that the state of the art face recognition systems based on VGG and Facenet neural networks are vulnerable to the deep morph videos, with 85. 62 and 95. 00 false acceptance rates, respectively, which means methods for detecting these videos are necessary.

FACE RECOGNITION FACE SWAPPING

Feature Level Fusion from Facial Attributes for Face Recognition

28 Sep 2019

Specifically, we use a shared CNN architecture that jointly predicts facial attributes and recognize face images simultaneously via a shared learning parameters, and then we use facial attribute features an an auxiliary source of information concatenated by face features to increase the discrimination of the CNN for face recognition.

FACE RECOGNITION