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Facial Expression Recognition

28 papers with code · Computer Vision

Facial expression recognition is the task of classifying the expressions on face images into various categories such as anger, fear, surprise, sadness, happiness and so on.

( Image credit: DeXpression )

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Latest papers with code

DeepFaceFlow: In-the-wild Dense 3D Facial Motion Estimation

14 May 2020mrkoujan/DeepFaceFlow

Dense 3D facial motion capture from only monocular in-the-wild pairs of RGB images is a highly challenging problem with numerous applications, ranging from facial expression recognition to facial reenactment.

3D RECONSTRUCTION FACIAL EXPRESSION RECOGNITION MOTION CAPTURE MOTION ESTIMATION

35
14 May 2020

Suppressing Uncertainties for Large-Scale Facial Expression Recognition

24 Feb 2020kaiwang960112/Self-Cure-Network

Annotating a qualitative large-scale facial expression dataset is extremely difficult due to the uncertainties caused by ambiguous facial expressions, low-quality facial images, and the subjectiveness of annotators.

FACIAL EXPRESSION RECOGNITION

85
24 Feb 2020

Efficient Facial Feature Learning with Wide Ensemble-based Convolutional Neural Networks

17 Jan 2020siqueira-hc/Efficient-Facial-Feature-Learning-with-Wide-Ensemble-based-Convolutional-Neural-Networks

Experiments on large-scale datasets suggest that ESRs reduce the remaining residual generalization error on the AffectNet and FER+ datasets, reach human-level performance, and outperform state-of-the-art methods on facial expression recognition in the wild using emotion and affect concepts.

 SOTA for Facial Expression Recognition on FER+ (using extra training data)

FACIAL EXPRESSION RECOGNITION

43
17 Jan 2020

Dynamic Multi-Task Learning for Face Recognition with Facial Expression

8 Nov 2019hengxyz/Dynamic_multi-task-learning

This multi-task learning with dynamic weights also boosts of the performance on the different tasks comparing to the state-of-art methods with single-task learning.

FACE RECOGNITION FACIAL EXPRESSION RECOGNITION MULTI-TASK LEARNING

7
08 Nov 2019

Frame attention networks for facial expression recognition in videos

29 Jun 2019Open-Debin/Emotion-FAN

The feature embedding module is a deep Convolutional Neural Network (CNN) which embeds face images into feature vectors.

FACIAL EXPRESSION RECOGNITION

105
29 Jun 2019

Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition

10 May 2019kaiwang960112/Challenge-condition-FER-dataset

Extensive experiments show that our RAN and region biased loss largely improve the performance of FER with occlusion and variant pose.

FACIAL EXPRESSION RECOGNITION

88
10 May 2019

Facial Expression Recognition Research Based on Deep Learning

22 Apr 2019fulviomascara/pytorch-cv

The greater the distance, the more sensitive the feature map is to the facial feature unit.

FACIAL EXPRESSION RECOGNITION OBJECT RECOGNITION

2
22 Apr 2019

Spontaneous Facial Micro-Expression Recognition using 3D Spatiotemporal Convolutional Neural Networks

27 Mar 2019bogireddytejareddy/micro-expression-recognition

This paper proposes two 3D-CNN methods: MicroExpSTCNN and MicroExpFuseNet, for spontaneous facial micro-expression recognition by exploiting the spatiotemporal information in CNN framework.

MICRO-EXPRESSION RECOGNITION

39
27 Mar 2019

Facial Motion Prior Networks for Facial Expression Recognition

23 Feb 2019donydchen/FMPN-FER

Deep learning based facial expression recognition (FER) has received a lot of attention in the past few years.

FACIAL EXPRESSION RECOGNITION

30
23 Feb 2019

FERAtt: Facial Expression Recognition with Attention Net

8 Feb 2019pedrodiamel/ferattention

We present a new end-to-end network architecture for facial expression recognition with an attention model.

FACIAL EXPRESSION RECOGNITION

38
08 Feb 2019