Face Recognition

138 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.

( Image credit: WIDER Face )

Leaderboards

Greatest papers with code

FaceNet: A Unified Embedding for Face Recognition and Clustering

CVPR 2015 davidsandberg/facenet

On the widely used Labeled Faces in the Wild (LFW) dataset, our system achieves a new record accuracy of 99. 63%.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION

ArcFace: Additive Angular Margin Loss for Deep Face Recognition

CVPR 2019 deepinsight/insightface

One of the main challenges in feature learning using Deep Convolutional Neural Networks (DCNNs) for large-scale face recognition is the design of appropriate loss functions that enhance discriminative power.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION

VGGFace2: A dataset for recognising faces across pose and age

23 Oct 2017deepinsight/insightface

The dataset was collected with three goals in mind: (i) to have both a large number of identities and also a large number of images for each identity; (ii) to cover a large range of pose, age and ethnicity; and (iii) to minimize the label noise.

FACE RECOGNITION FACE VERIFICATION IMAGE RETRIEVAL

MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition

27 Jul 2016deepinsight/insightface

In this paper, we design a benchmark task and provide the associated datasets for recognizing face images and link them to corresponding entity keys in a knowledge base.

FACE RECOGNITION IMAGE CAPTIONING

Improving Face Anti-Spoofing by 3D Virtual Synthesis

2 Jan 2019cleardusk/3DDFA

Specifically, we consider a printed photo as a flat surface and mesh it into a 3D object, which is then randomly bent and rotated in 3D space.

FACE ANTI-SPOOFING FACE RECOGNITION

SphereFace: Deep Hypersphere Embedding for Face Recognition

CVPR 2017 wy1iu/sphereface

This paper addresses deep face recognition (FR) problem under open-set protocol, where ideal face features are expected to have smaller maximal intra-class distance than minimal inter-class distance under a suitably chosen metric space.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION

FastReID: A Pytorch Toolbox for General Instance Re-identification

4 Jun 2020JDAI-CV/fast-reid

General Instance Re-identification is a very important task in the computer vision, which can be widely used in many practical applications, such as person/vehicle re-identification, face recognition, wildlife protection, commodity tracing, and snapshop, etc.. To meet the increasing application demand for general instance re-identification, we present FastReID as a widely used software system in JD AI Research.

FACE RECOGNITION IMAGE RETRIEVAL PERSON RE-IDENTIFICATION VEHICLE RE-IDENTIFICATION

Advbox: a toolbox to generate adversarial examples that fool neural networks

13 Jan 2020advboxes/AdvBox

In recent years, neural networks have been extensively deployed for computer vision tasks, particularly visual classification problems, where new algorithms reported to achieve or even surpass the human performance.

FACE RECOGNITION FACE SWAPPING

Masked Face Recognition Dataset and Application

20 Mar 2020X-zhangyang/Real-World-Masked-Face-Dataset

These datasets are freely available to industry and academia, based on which various applications on masked faces can be developed.

FACE DETECTION FACE RECOGNITION