Action Unit Detection

8 papers with code · Computer Vision

Action unit detection is the task of detecting action units from a video - for example, types of facial action units (lip tightening, cheek raising) from a video of a face.

( Image credit: AU R-CNN )

Benchmarks

Greatest papers with code

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

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

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

AU R-CNN: Encoding Expert Prior Knowledge into R-CNN for Action Unit Detection

14 Dec 2018machanic/AU_R-CNN

(2) We integrate various dynamic models (including convolutional long short-term memory, two stream network, conditional random field, and temporal action localization network) into AU R-CNN and then investigate and analyze the reason behind the performance of dynamic models.

ACTION UNIT DETECTION TEMPORAL ACTION LOCALIZATION

J$\hat{\text{A}}$A-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

A Compact Embedding for Facial Expression Similarity

CVPR 2019 GerardLiu96/FECNet

Most of the existing work on automatic facial expression analysis focuses on discrete emotion recognition, or facial action unit detection.

ACTION UNIT DETECTION EMOTION RECOGNITION FACIAL EXPRESSION RECOGNITION

Semi-Supervised Unconstrained Action Unit Detection via Latent Feature Domain

25 Mar 2019ZhiwenShao/ADLD

Due to the combination of source AU-related information and target AU-free information, the latent feature domain with the transferred source AU label can be learned by maximizing the target-domain AU detection performance.

ACTION UNIT DETECTION IMAGE GENERATION