Face Identification

17 papers with code · Computer Vision

Face identification is the task of matching a given face image to one in an existing database of faces. It is the second part of face recognition (the first part being detection). It is a one-to-many mapping: you have to find an unknown person in a database to find who that person is.

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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

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

A Light CNN for Deep Face Representation with Noisy Labels

9 Nov 2015AlfredXiangWu/face_verification_experiment

This paper presents a Light CNN framework to learn a compact embedding on the large-scale face data with massive noisy labels.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION FEATURE SELECTION

FacePoseNet: Making a Case for Landmark-Free Face Alignment

24 Aug 2017fengju514/Face-Pose-Net

Instead, we compare our FPN with existing methods by evaluating how they affect face recognition accuracy on the IJB-A and IJB-B benchmarks: using the same recognition pipeline, but varying the face alignment method.

FACE ALIGNMENT FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION FACIAL LANDMARK DETECTION

Pose-Robust Face Recognition via Deep Residual Equivariant Mapping

CVPR 2018 penincillin/DREAM

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

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION ROBUST FACE RECOGNITION

DeepID3: Face Recognition with Very Deep Neural Networks

3 Feb 2015hqli/face_recognition

Very deep neural networks recently achieved great success on general object recognition because of their superb learning capacity.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION OBJECT RECOGNITION

VarGFaceNet: An Efficient Variable Group Convolutional Neural Network for Lightweight Face Recognition

11 Oct 2019zma-c-137/VarGFaceNet

To improve the discriminative and generalization ability of lightweight network for face recognition, we propose an efficient variable group convolutional network called VarGFaceNet.

FACE DETECTION FACE IDENTIFICATION FACE RECOGNITION

Ring loss: Convex Feature Normalization for Face Recognition

CVPR 2018 Paralysis/ringloss

We motivate and present Ring loss, a simple and elegant feature normalization approach for deep networks designed to augment standard loss functions such as Softmax.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION

CosFace: Large Margin Cosine Loss for Deep Face Recognition

CVPR 2018 cvqluu/Additive-Margin-Softmax-Loss-Pytorch

More specifically, we reformulate the softmax loss as a cosine loss by $L_2$ normalizing both features and weight vectors to remove radial variations, based on which a cosine margin term is introduced to further maximize the decision margin in the angular space.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION