Face Recognition

147 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 )

Benchmarks

Latest papers with code

Explainable Face Recognition

3 Aug 2020stresearch/xfr

Furthermore, we provide a comprehensive benchmark on this dataset comparing five state of the art methods for network attention in face recognition on three facial matchers.

FACE RECOGNITION

7
03 Aug 2020

SOCRATES: Towards a Unified Platform for Neural Network Verification

22 Jul 2020longph1989/Socrates

Studies show that neural networks, not unlike traditional programs, are subject to bugs, e. g., adversarial samples that cause classification errors and discriminatory instances that demonstrate the lack of fairness.

FACE RECOGNITION SELF-DRIVING CARS

1
22 Jul 2020

Semi-Siamese Training for Shallow Face Learning

16 Jul 2020dituu/Semi-Siamese-Training

Extensive experiments on various benchmarks of face recognition show the proposed method significantly improves the training, not only in shallow face learning, but also for conventional deep face data.

FACE RECOGNITION

4
16 Jul 2020

Delving into the Adversarial Robustness on Face Recognition

8 Jul 2020thu-ml/realsafe

However, the lack of robustness in deep CNNs to adversarial examples has raised security concerns to enormous face recognition applications.

FACE RECOGNITION

57
08 Jul 2020

ConFoc: Content-Focus Protection Against Trojan Attacks on Neural Networks

1 Jul 2020mvillarreal14/confoc

We identify that they, including those related to the inserted triggers, contain both content (semantic information) and style (texture information), which are recognized as a whole by DNNs at testing time.

FACE RECOGNITION

0
01 Jul 2020

Biometric Quality: Review and Application to Face Recognition with FaceQnet

5 Jun 2020uam-biometrics/FaceQnet

After a gentle introduction to the general topic of biometric quality and a review of past efforts in face quality metrics, in the present work, we address the need for better face quality metrics by developing FaceQnet.

FACE RECOGNITION

116
05 Jun 2020

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

1,097
04 Jun 2020

Multi-Modal Face Anti-Spoofing Based on Central Difference Networks

17 Apr 2020ZitongYu/CDCN

Face anti-spoofing (FAS) plays a vital role in securing face recognition systems from presentation attacks.

FACE ANTI-SPOOFING FACE RECOGNITION

203
17 Apr 2020

Adaptive Neuron-wise Discriminant Criterion and Adaptive Center Loss at Hidden Layer for Deep Convolutional Neural Network

17 Apr 2020i13abe/Adaptive-discriminant-and-center

The neuron-wise discriminant criterion makes the input feature of each neuron in the output layer discriminative by introducing the discriminant criterion to each of the features.

FACE RECOGNITION IMAGE CLASSIFICATION

2
17 Apr 2020