Robust Face Recognition

11 papers with code • 0 benchmarks • 3 datasets

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.

( Image credit: MeGlass dataset )

Greatest papers with code

Pose-Robust Face Recognition via Deep Residual Equivariant Mapping

penincillin/DREAM CVPR 2018

However, many contemporary face recognition models still perform relatively poor in processing profile faces compared to frontal faces.

Face Identification Face Recognition +2

Face Synthesis for Eyeglass-Robust Face Recognition

cleardusk/MeGlass 4 Jun 2018

A feasible method is to collect large-scale face images with eyeglasses for training deep learning methods.

Face Generation Face Model +2

Occlusion Robust Face Recognition Based on Mask Learning With Pairwise Differential Siamese Network

linserSnow/PDSN ICCV 2019

Inspired by the fact that human visual system explicitly ignores the occlusion and only focuses on the non-occluded facial areas, we propose a mask learning strategy to find and discard corrupted feature elements from recognition.

Face Recognition Robust Face Recognition

A Fast and Accurate Unconstrained Face Detector

N2ITN/Face2Vec 6 Aug 2014

First, a new image feature called Normalized Pixel Difference (NPD) is proposed.

Face Detection Robust Face Recognition

Multi-Task Convolutional Neural Network for Pose-Invariant Face Recognition

xiyinmsu/MultiTask-CNN 15 Feb 2017

First, we propose a multi-task Convolutional Neural Network (CNN) for face recognition where identity classification is the main task and pose, illumination, and expression estimations are the side tasks.

Face Recognition Multi-Task Learning +1

Face Recognition via Locality Constrained Low Rank Representation and Dictionary Learning

yinhefeng/LCLRRDL 6 Dec 2019

First, a low-rank representation is introduced to handle the possible contamination of the training as well as test data.

Dictionary Learning Face Recognition +1

Multi-Directional Multi-Level Dual-Cross Patterns for Robust Face Recognition

ppolon/dcp 21 Jan 2014

To perform unconstrained face recognition robust to variations in illumination, pose and expression, this paper presents a new scheme to extract "Multi-Directional Multi-Level Dual-Cross Patterns" (MDML-DCPs) from face images.

Face Identification Face Recognition +2