Face Identification

19 papers with code ยท 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.

Benchmarks

Latest papers without code

Multi-Metric Evaluation of Thermal-to-Visual Face Recognition

22 Jul 2020

In this paper, we aim to address the problem of heterogeneous or cross-spectral face recognition using machine learning to synthesize visual spectrum face from infrared images.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION IMAGE GENERATION

Nested Learning For Multi-Granular Tasks

ICLR 2020

Standard deep neural networks (DNNs) are commonly trained in an end-to-end fashion for specific tasks such as object recognition, face identification, or character recognition, among many examples.

FACE IDENTIFICATION OBJECT RECOGNITION

A Multi-Task Comparator Framework for Kinship Verification

2 Jun 2020

Approaches for kinship verification often rely on cosine distances between face identification features.

FACE IDENTIFICATION

GroupFace: Learning Latent Groups and Constructing Group-Based Representations for Face Recognition

CVPR 2020

In the field of face recognition, a model learns to distinguish millions of face images with fewer dimensional embedding features, and such vast information may not be properly encoded in the conventional model with a single branch.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION

GroupFace: Learning Latent Groups and Constructing Group-based Representations for Face Recognition

CVPR 2020

In the field of face recognition, a model learns to distinguish millions of face images with fewer dimensional embedding features, and such vast information may not be properly encoded in the conventional model with a single branch.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION

Single Unit Status in Deep Convolutional Neural Network Codes for Face Identification: Sparseness Redefined

14 Feb 2020

Therefore, distributed and sparse codes co-exist in the network units to represent different face attributes.

FACE IDENTIFICATION VIEWPOINT ESTIMATION

M^2 Deep-ID: A Novel Model for Multi-View Face Identification Using Convolutional Deep Neural Networks

22 Jan 2020

Despite significant advances in Deep Face Recognition (DFR) systems, introducing new DFRs under specific constraints such as varying pose still remains a big challenge.

FACE IDENTIFICATION FACE RECOGNITION

Investigating the Impact of Inclusion in Face Recognition Training Data on Individual Face Identification

9 Jan 2020

This modest difference in accuracy demonstrates that face recognition systems using deep learning work better for individuals they are trained on, which has serious privacy implications when one considers all major open source face recognition training datasets do not obtain informed consent from individuals during their collection.

FACE IDENTIFICATION FACE RECOGNITION FACE VERIFICATION

Editable Neural Networks

ICLR 2020

We empirically demonstrate the effectiveness of this method on large-scale image classification and machine translation tasks.

FACE IDENTIFICATION IMAGE CLASSIFICATION MACHINE TRANSLATION SELF-DRIVING CARS