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Facial Action Unit Detection

8 papers with code · Computer Vision

Facial action unit detection is the task of detecting action units from a video of a face - for example, lip tightening and cheek raising.

( Image credit: Self-supervised Representation Learning from Videos for Facial Action Unit Detection )

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Deep Adaptive Attention for Joint Facial Action Unit Detection and Face Alignment

ECCV 2018 ZhiwenShao/JAANet

Facial action unit (AU) detection and face alignment are two highly correlated tasks since facial landmarks can provide precise AU locations to facilitate the extraction of meaningful local features for AU detection.

ACTION UNIT DETECTION FACE ALIGNMENT FACIAL ACTION UNIT DETECTION

Self-Supervised Representation Learning From Videos for Facial Action Unit Detection

CVPR 2019 mysee1989/TCAE

In this paper, we aim to learn discriminative representation for facial action unit (AU) detection from large amount of videos without manual annotations.

ACTION UNIT DETECTION FACIAL ACTION UNIT DETECTION REPRESENTATION LEARNING SELF-SUPERVISED LEARNING

Multi-View Dynamic Facial Action Unit Detection

25 Apr 2017BCV-Uniandes/AUNets

We then move to the novel setup of the FERA 2017 Challenge, in which we propose a multi-view extension of our approach that operates by first predicting the viewpoint from which the video was taken, and then evaluating an ensemble of action unit detectors that were trained for that specific viewpoint.

ACTION UNIT DETECTION FACIAL ACTION UNIT DETECTION

Multi-label Co-regularization for Semi-supervised Facial Action Unit Recognition

NeurIPS 2019 nxsEdson/MLCR

In this work, we propose a semi-supervised approach for AU recognition utilizing a large number of web face images without AU labels and a small face dataset with AU labels inspired by the co-training methods.

EMOTION RECOGNITION FACIAL ACTION UNIT DETECTION

Multi-label Co-regularization for Semi-supervised Facial Action Unit Recognition

NeurIPS 2019 nxsEdson/MLCR

In this work, we propose a semi-supervised approach for AU recognition utilizing a large number of web face images without AU labels and a relatively small face dataset with AU annotations inspired by the co-training methods.

EMOTION RECOGNITION FACIAL ACTION UNIT DETECTION

JAA-Net: Joint Facial Action Unit Detection and Face Alignment via Adaptive Attention

18 Mar 2020ZhiwenShao/PyTorch-JAANet

Moreover, to extract precise local features, we propose an adaptive attention learning module to refine the attention map of each AU adaptively.

ACTION UNIT DETECTION FACE ALIGNMENT FACIAL ACTION UNIT DETECTION

Linear Disentangled Representation Learning for Facial Actions

11 Jan 2017eglxiang/icassp15_emotion

Limited annotated data available for the recognition of facial expression and action units embarrasses the training of deep networks, which can learn disentangled invariant features.

FACIAL ACTION UNIT DETECTION REPRESENTATION LEARNING SPARSE REPRESENTATION-BASED CLASSIFICATION