【资源】聚焦人脸表情识别 (FER) 的顶级会议和期刊文献与资源列表

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分享一个人脸表情识别 (FER) 的资源列表，包含数据集、挑战赛、顶会顶刊论文和相关牛人主页等。
作者：EvelynFan
来源：EvelynFan/AWESOME-FER

目录
FER Datasets
FER Challenges
Related Reviews
Outstanding Researchers Or Groups
Facial Expression Recognition (FER)
Cross-Dataset FER
Facial Action Unit Recognition
Affective Level Estimation
Human Factors on FR or FER

FER Datasets

Jaffe
FER-2013
MMI Facial Expression Database
Cohn-Kanade Expression Database
Oulu-CASIA NIR&VIS facial expression database
Multi-PIE
BU-3DFE (Binghamton University 3D Facial Expression) Database
Real-world Affective Faces (RAF) Database
AffectNet
EmotioNet Database
The Radboud Faces Database (RaFD)
Aff-Wild data
A novel database of Children’s Spontaneous Facial Expressions (LIRIS-CSE) [paper]

FER Challenges

Related Reviews

(ACM Computing Surveys 19) Facial Expression Analysis under Partial Occlusion: A Survey [paper]
(IEEE Transactions on Affective Computing 19) Deep Learning for Human Affect Recognition: Insights and New Developments [paper]
(IEEE Transactions on Affective Computing 18) Survey on Emotional Body Gesture Recognition [paper]
(IEEE Transactions on Affective Computing 17)Automatic Analysis of Facial Actions: A Survey [paper]
(IEEE Transactions on Pattern Analysis and Machine Intelligence 16) Survey on RGB, 3D, Thermal, and Multimodal Approaches for Facial Expression Recognition: History, Trends, and Affect-Related Applications[paper]
(IEEE Transactions on Pattern Analysis and Machine Intelligence 15) Automatic Analysis of Facial Affect: A Survey of
Registration, Representation, and Recognition [paper]
(Image and Vision Computing 13) Categorical and dimensional affect analysis in continuous input: Current trends and future directions [paper]
(FG 11) Emotion representation, analysis and synthesis in continuous space: A survey [paper]
Deep Facial Expression Recognition: A Survey [paper]

Outstanding Researchers Or Groups

:dizzy: Outstanding affective computing researchers or groups that are still active in this field, in no particular order.

Facial Expression Recognition

AAAI

(2019) Mode Variational LSTM Robust to Unseen Modes of Variation: Application to
Facial Expression Recognition [paper]
(2019) Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation [paper]
(2019) CycleEmotionGAN: Emotional Semantic Consistency Preserved CycleGAN for Adapting
Image Emotions [[paper]()]
(2018) ExprGAN: Facial Expression Editing with Controllable Expression Intensity [paper],[code][:dizzy:]
(2018) Learning Spatio-temporal Features with Partial Expression Sequences for on-the-Fly Prediction [paper][:dizzy:]

ACM MM

(2018) Fast and Light Manifold CNN based 3D Facial Expression Recognition across Pose Variations [paper]
(2018) Facial Expression Recognition in the Wild: A Cycle-Consistent Adversarial Attention Transfer Approach [paper]
(2018) Facial Expression Recognition Enhanced by Thermal Images through Adversarial Learning [paper]
(2018) Geometry Guided Adversarial Facial Expression Synthesis [paper]
(2018) Conditional Expression Synthesis with Face Parsing Transformation [paper]

ICCV

(2017) A Novel Space-Time Representation on the Positive Semidefinite Cone
for Facial Expression Recognition [paper][:dizzy:]
(2017) (workshop) Facial Expression Recognition via Joint Deep Learning of RGB-Depth Map
Latent Representations [paper][:dizzy:]
(2017) (workshop) Facial Expression Recognition using Visual Saliency and Deep Learning [paper][:dizzy::dizzy:]
(2015) Joint Fine-Tuning in Deep Neural Networks
for Facial Expression Recognition [paper][:dizzy::dizzy::dizzy:]
(2015) Pairwise Conditional Random Forests for Facial Expression Recognition [paper][:dizzy:]

ECCV

(2018) Facial Expression Recognition with Inconsistently Annotated Datasets [paper]
(2018) Contemplating Visual Emotions: Understanding and Overcoming Dataset Bias [paper]
(2018) Deep Multi-Task Learning to Recognise Subtle
Facial Expressions of Mental States [paper]
(2016) Peak-Piloted Deep Network for Facial Expression
Recognition [paper][:dizzy::dizzy::dizzy:]

CVPR

(2018) Facial Expression Recognition by De-expression Residue Learning [paper][:dizzy::dizzy::dizzy:]
(2018) Joint Pose and Expression Modeling for Facial Expression Recognition [paper],[code][:dizzy::dizzy:]
(2018) 4DFAB: A Large Scale 4D Database for Facial Expression Analysis and Biometric Applications [paper][:dizzy:]
(2018) (workshop) Covariance Pooling for Facial Expression Recognition [paper],[code][:dizzy:]
(2018) (workshop) Unsupervised Features for Facial Expression Intensity Estimation over Time [paper][:dizzy::dizzy:]
(2018) (workshop) A Compact Deep Learning Model for Robust Facial Expression Recognition [paper][:dizzy:]
(2017) Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression
Recognition in the Wild [paper][:dizzy:]
(2017) Emotion Recognition in Context [paper][:dizzy:]
(2017) (workshop) Facial Expression Recognition Using Enhanced Deep 3D Convolutional Neural Networks [paper][:dizzy:]
(2017) (workshop) Estimation of Affective Level in the Wild
With Multiple Memory Networks [paper][:dizzy::dizzy:]
(2017) (workshop) DyadGAN: Generating Facial Expressions in Dyadic Interactions [paper][:dizzy:]
(2017) (workshop) Personalized Automatic Estimation of Self-reported Pain Intensity
from Facial Expressions [paper][:dizzy::dizzy:]
(2016) LOMo: Latent Ordinal Model for Facial Analysis in Videos [paper][:dizzy:]
(2016) Facial Expression Intensity Estimation Using Ordinal Information [paper],[Supplementary][:dizzy::dizzy:]
(2016) EmotioNet: An accurate, real-time algorithm for the automatic annotation of a
million facial expressions in the wild [paper],[Supplementary][:dizzy:]
(2016) Multimodal Spontaneous Emotion Corpus for Human Behavior Analysis [paper][:dizzy:]
(2016) (workshop) Automatic Recognition of Emotions and Membership in Group Videos [paper][:dizzy:]
(2016) (workshop) Extended DISFA Dataset: Investigating Posed and Spontaneous Facial
Expressions [paper][:dizzy:]
(2014) Learning Expressionlets on Spatio-Temporal Manifold for Dynamic Facial
Expression Recognition [paper][:dizzy::dizzy:]
(2014) Facial Expression Recognition via a Boosted Deep Belief Network [paper][:dizzy:]
(2013) Capturing Complex Spatio-Temporal Relations among Facial
Muscles for Facial Expression Recognition [paper][:dizzy:]

IJCAI

(2018) Personality-Aware Personalized Emotion Recognition from Physiological Signals [paper]
(2017) Approximating Discrete Probability Distribution of Image Emotions by
Multi-Modal Features Fusion [paper]
(2017) Dependency Exploitation: A Unified CNN-RNN Approach for
Visual Emotion Recognition [paper]
(2017) Joint Image Emotion Classification and Distribution Learning
via Deep Convolutional Neural Network [paper]
(2016) Multi-View Exclusive Unsupervised Dimension Reduction
for Video-Based Facial Expression Recognition [paper]

BMVC

(2018) Feature Selection Mechanism in CNNs for Facial Expression Recognition [paper]

WACV
(2016) Going Deeper in Facial Expression Recognition using Deep Neural Networks [paper][:dizzy:]

ICMI

(2018) Multi-Feature Based Emotion Recognition for Video Clips [paper]
(2018) Video-based Emotion Recognition Using Deeply-Supervised Neural Networks [paper]
(2018) Multiple Spatio-temporal Feature Learning for Video-based Emotion Recognition in the Wild [paper]
(2018) An Occam’s Razor View on Learning Audiovisual Emotion
Recognition with Small Training Sets [paper]
(2018) Group-Level Emotion Recognition Using Hybrid Deep Models Based on Faces, Scenes, Skeletons and Visual Attentions [paper]
(2018) Cascade Attention Networks For Group Emotion Recognition with Face, Body and Image Cues [paper]
(2018) Group-Level Emotion Recognition using Deep Models with A Four-stream Hybrid Network [paper]
(2018) An Attention Model for group-level emotion recognition[paper]
(2017) Learning supervised scoring ensemble for emotion recognition in the wild [paper]
(2017) Convolutional neural networks pretrained on large face recognition datasets for emotion classification from video [paper]
(2017) Temporal Multimodal Fusion for Video Emotion Classification in the Wild [paper]
(2017) Emotion recognition with multimodal features and temporal models [paper]
(2017) Audio-visual emotion recognition using deep transfer learning and multiple temporal models [paper]

FG

(2019) Bounded Residual Gradient Networks (BReG-Net) for Facial Affect
Computing [paper]
(2019) Generalizing to unseen head poses in facial expression recognition and action unit intensity estimation [paper]
(2018) Facial Expression Grounded Conversational Dialogue Generation[paper]
(2018) Island Loss for Learning Discriminative Features in Facial Expression Recognition [paper]
(2018) Multi-Channel Pose-Aware Convolution Neural Networks for Multi-View Facial Expression Recognition [paper][:dizzy::dizzy::dizzy:]
(2018) Automatic 4D Facial Expression Recognition using Dynamic
Geometrical Image Network [paper][:dizzy:]
(2018) ExpNet: Landmark-Free, Deep, 3D Facial Expressions [paper][code][:dizzy:]
(2018) Perceptual Facial Expression Representation [paper][:dizzy:]
(2018) Emotion-Preserving Representation Learning via Generative Adversarial Network
for Multi-view Facial Expression Recognition [paper][:dizzy::dizzy:]
(2018) Spotting the Details: The Various Facets of Facial Expressions [paper][:dizzy:]
(2018) Identity-Adaptive Facial Expression Recognition Through Expression Regeneration Using Conditional Generative Adversarial Networks [paper][:dizzy::dizzy::dizzy:]
(2018) Hand-crafted Feature Guided Deep Learning for Facial Expression
Recognition [paper][:dizzy::dizzy:]
(2018) Accurate Facial Parts Localization and Deep Learning for 3D Facial Expression
Recognition [paper][:dizzy:]
(2018) Changes in Facial Expression as Biometric: A
Database and Benchmarks of Identification [paper][:dizzy:]
(2018) LTP-ML : Micro-Expression Detection by Recognition of Local temporal Pattern of Facial Movements [paper][:dizzy:]
(2018) From Macro to Micro Expression Recognition: Deep Learning on Small Datasets
Using Transfer Learning [paper][:dizzy:]
(2017) Accurate Facial Parts Localization and Deep Learning for 3D Facial
Expression Recognition [paper][:dizzy:]
(2017) FaceNet2ExpNet: Regularizing a Deep Face Recognition Net for
Expression Recognition [paper][:dizzy::dizzy:]
(2017) Deep generative-contrastive networks for facial expression recognition [paper][:dizzy::dizzy::dizzy:]
(2017) Identity-Aware Convolutional Neural Network for Facial Expression
Recognition [paper][:dizzy::dizzy::dizzy:]
(2017) (workshop) Spatio-Temporal Facial Expression Recognition Using Convolutional
Neural Networks and Conditional Random Fields [paper][:dizzy:]
(2017) Head Pose and Expression Transfer using Facial Status Score [paper][:dizzy:]
(2017) Sayette Group Formation Task (GFT)
Spontaneous Facial Expression Database [paper][:dizzy::dizzy:]
(2017) Curriculum Learning for Facial Expression Recognition [paper][:dizzy:]
(2017) Implicit Media Tagging and Affect Prediction from RGB-D video of
spontaneous facial expressions [paper][:dizzy::dizzy:]
(2015) Pairwise Linear Regression: An Efficient and Fast Multi-view Facial
Expression Recognition [paper][:dizzy:]

IEEE Trans on Affective Computing

(2018) Heterogeneous Knowledge Transfer
in Video Emotion Recognition,
Attribution and Summarization [paper][:dizzy::dizzy::dizzy:]
(2018) Emotion Recognition in Simulated Social Interactions [paper]
(2018) Co-clustering to reveal salient facial features for expression recognition[paper]
(2018) Facial Expression Recognition with Identity and Emotion Joint Learning [paper]
(2018) Unsupervised adaptation of a person-specific
manifold of facial expressions [paper][:dizzy::dizzy::dizzy:]
(2018) Multi-velocity neural networks for facial
expression recognition in videos [paper][:dizzy::dizzy::dizzy:]
(2018) Multi-Objective based Spatio-Temporal
Feature Representation Learning Robust to
Expression Intensity Variations for Facial
Expression Recognition [paper]
(2018) Visually Interpretable Representation Learning for
Depression Recognition from Facial Images [paper][:dizzy::dizzy::dizzy::dizzy:]
(2018) An Adaptive Bayesian Source Separation
Method for Intensity Estimation of Facial AUs [paper][:dizzy::dizzy::dizzy::dizzy:]
(2018) Facial Expression Recognition in Video
with Multiple Feature Fusion [paper][:dizzy::dizzy:]
(2018) The Indian Spontaneous Expression Database for Emotion Recognition[paper]

IEEE Access

(2019) A deep spatial and temporal aggregation framework for video-based facial expression recognition [paper]
(2019) cGAN Based Facial Expression Recognition for Human-Robot Interaction [paper]
(2018) Geometric-Convolutional Feature Fusion Based on Learning Propagation for Facial Expression Recognition [paper]
(2018) Adaptive Feature Mapping for Customizing Deep Learning Based Facial Expression Recognition Model[paper]
(2018) Facial Expression Recognition Using Weighted
Mixture Deep Neural Network Based on
Double-Channel Facial Images [paper]
(2018) SMEConvNet: A Convolutional Neural Network
for Spotting Spontaneous Facial
Micro-Expression From Long Videos [paper]
(2018) Dominant and Complementary Emotion
Recognition From Still Images of Faces [paper]

IEEE Transactions on Image Processing

(2018) Occlusion aware facial expression recognition using
CNN with attention mechanism [paper]
(2017) Facial Expression Recognition Based on Deep
Evolutional Spatial-Temporal Networks [paper]
(2013) Simultaneous Facial Feature Tracking and Facial Expression Recognition [paper]
(2005) Active and Dynamic Information Fusion
for Facial Expression Understanding
from Image Sequences [paper]

Pattern Recognition

(2019) Deep multi-path convolutional neural network joint with salient
region attention for facial expression recognition [paper][:dizzy::dizzy::dizzy::dizzy:]
(2018) Conditional convolution neural network enhanced random forest for
facial expression recognition [paper]
(2018) Collaborative discriminative multi-metric learning for facial expression recognition in video [paper]
(2015) Multimodal learning for facial expression recognition [paper]
(2014) Facial expression recognition in dynamic sequences:
An integrated approach [paper]

Neurocomputing

(2019) Cross-domain facial expression recognition via an intra-category
common feature and inter-category Distinction feature fusion network [paper]
(2018) A visual attention based ROI detection method for facial expression
recognition [paper]
(2018) Spatio-temporal convolutional features with nested LSTM for facial
expression recognition [paper][:dizzy::dizzy::dizzy::dizzy:]
(2017) Emotion-modulated attention improves expression recognition: A deep learning model [paper]
(2017) An efficient unconstrained facial expression recognition algorithm
based on Stack Binarized Auto-encoders and Binarized Neural
Networks [paper]

IEEE Transactions on Multimedia

(2019) Facial Expression Recognition Using Hierarchical Features With Deep Comprehensive Multipatches Aggregation Convolutional Neural Networks [paper]
(2018) MixedEmotions: An Open-Source Toolbox for
Multimodal Emotion Analysis [paper]

Computer Vision and Image Understanding

(2019) Registration-free Face-SSD: Single shot analysis of smiles, facial attributes, and affect in the wild[paper]

IEEE Transactions on Cybernetics

(2015) Learning Multiscale Active Facial Patches for Expression Analysis[paper]

Pattern Recognition Letters

(2019) Deep spatial-temporal feature fusion for facial expression recognition
in static images [paper]

Others

(Neural Networks 2018) Affect recognition from facial movements and body gestures by
hierarchical deep spatio-temporal features and fusion strategy [paper]
(Journal of Visual Communication and Image Representation 2018) Expression-targeted feature learning for effective facial expression recognition [paper]
(IEEE Journal of Selected Topics in Signal Processing 2017) End-to-End Multimodal Emotion Recognition
using Deep Neural Networks [paper],[code]

Cross-Dataset FER

(Neurocomputing18) Cross-domain Facial Expression Recognition via an Intra-category Common Feature and Inter-category Distinction feature Fusion Network [paper]
Cross-database non-frontal facial expression
recognition based on transductive deep transfer
learning [paper]
Unsupervised Domain Adaptation for Facial Expression Recognition Using Generative Adversarial Networks [paper]
ICPR 18 Deep Emotion Transfer Network for Cross-database Facial Expression Recognition
FG 2018 Deep Unsupervised Domain Adaptation for Face Recognition [paper][:dizzy::dizzy::dizzy:]
FG 2018 Cross-generating GAN for Facial Identity Preserving [paper][:dizzy:]
ACM MM 2017 Learning a Target Sample Re-Generator for Cross-Database
Micro-Expression Recognition [paper][:dizzy:]
TIP 2018 Domain Regeneration for Cross-Database
Micro-Expression Recognition [paper][:dizzy:]
CVPR 2013 Selective Transfer Machine for Personalized Facial Action Unit Detection [paper][:dizzy:]
TPAMI 2017 Selective Transfer Machine for Personalized
Facial Expression Analysis [paper]
ICONIP 2016 Cross-Database Facial Expression Recognition
via Unsupervised Domain Adaptive
Dictionary Learning paper[:dizzy:]
IEEE TRANSACTIONS ON AFFECTIVE COMPUTING 2018 Cross-Domain Color Facial Expression Recognition Using Transductive Transfer
Subspace Learning [paper][:dizzy:]
FG2018 Unsupervised Domain Adaptation with Regularized Optimal Transport
for Multimodal 2D+3D Facial Expression Recognition [paper][:dizzy::dizzy:]
ICB2016 Discriminative Feature Adaptation
for Cross-Domain Facial Expression Recognition [paper][:dizzy:]
ICB2015 A Transfer Learning Approach to Cross-Database Facial Expression Recognition [paper][:dizzy:]
ICRA2011 Cross-dataset facial expression recognition [paper][:dizzy:]
Neurocomputing2016 Transfer subspace learning for cross-dataset facial expression recognition [paper][:dizzy:]
IEEE TRANSACTIONS ON MULTIMEDIA 2016 A Deep Neural Network-Driven Feature Learning Method for Multi-view
Facial Expression Recognition [paper](Cross-view facial expression
recognition)[:dizzy:]
CVPR2014 Constrained Deep Transfer Feature Learning and its Applications [paper](Cross-view facial expression
recognition)[:dizzy:]
IEEE SIGNAL PROCESSING LETTERS 2016 Cross-Corpus Speech Emotion Recognition Based on Domain-Adaptive Least-Squares Regression [paper][:dizzy:]
ICMI2017 Cross-Modality Interaction between EEG Signals and Facial
Expression [paper][:dizzy:]
ACM MM 2017 Integrated Face Analytics Networks through
Cross-Dataset Hybrid Training[paper][:dizzy::dizzy:]

Facial Action Unit Recognition

CVPR

(2018) Weakly-supervised Deep Convolutional Neural Network Learning
for Facial Action Unit Intensity Estimation [paper]
(2018) Learning Facial Action Units from Web Images with
Scalable Weakly Supervised Clustering [paper]
(2018) Classifier Learning with Prior Probabilities
for Facial Action Unit Recognition [paper]
(2018) Bilateral Ordinal Relevance Multi-instance Regression
for Facial Action Unit Intensity Estimation [paper]
(2018) Weakly Supervised Facial Action Unit Recognition through Adversarial Training [paper]
(2017) Deep Structured Learning for Facial Action Unit Intensity Estimation [paper]
(2017) Action Unit Detection with Region Adaptation, Multi-labeling Learning and Optimal Temporal Fusing [paper]
(2016) Deep Region and Multi-label Learning for Facial Action Unit Detection [paper] [code] [code2]
(2016) Constrained Joint Cascade Regression Framework for Simultaneous Facial
Action Unit Recognition and Facial Landmark Detection [paper]
(2016) Copula Ordinal Regression
for Joint Estimation of Facial Action Unit Intensity [paper] [code]
(2015) Latent Trees for Estimating Intensity of Facial Action Units [paper][code]
(2015) Joint Patch and Multi-label Learning for Facial Action Unit Detection [paper]
(2009) A framework for automated measurement of the intensity of non-posed Facial Action Units [paper]

ICCV

(2017) DeepCoder: Semi-parametric Variational Autoencoders
for Automatic Facial Action Coding [paper]
(2017) Deep Facial Action Unit Recognition from Partially Labeled Data [paper]
(2015) Learning to transfer: transferring latent task structures and its application to
person-specific facial action unit detection [paper]
(2015) Multi-conditional Latent Variable Model for Joint Facial Action Unit Detection [paper]
(2015) Confidence Preserving Machine for Facial Action Unit Detection [paper]

ECCV

(2018) Deep Structure Inference Network for Facial
Action Unit Recognition [paper]
(2018) Deep Adaptive Attention for Joint Facial Action
Unit Detection and Face Alignment[paper]

ACM MM
(2018) Personalized Multiple Facial Action Unit Recognition through
Generative Adversarial Recognition Network [paper]

BMVC

(2018) Identity-based Adversarial Training of Deep
CNNs for Facial Action Unit Recognition [paper]
(2018) Joint Action Unit localisation and intensity
estimation through heatmap regression [paper] [code] [:dizzy::dizzy::dizzy::dizzy:]

FG

(2018) Edge Convolutional Network for Facial Action Intensity Estimation [paper]
(2017) Support Vector Regression of Sparse Dictionary-Based Features for View-Independent Action Unit Intensity Estimation [paper]
(2017) Pose-independent Facial Action Unit Intensity Regression Based on
Multi-task Deep Transfer Learning [paper]
(2017) AUMPNet: Simultaneous Action Units Detection and Intensity Estimation on Multipose Facial Images Using a Single Convolutional Neural Network [paper]
(2017) EAC-Net: A Region-based Deep Enhancing and Cropping Approach for
Facial Action Unit Detection [paper]
(2015) Deep Learning based FACS Action Unit Occurrence and Intensity
Estimation [paper]
(2015) How much training data for facial action unit detection? [paper]
(2015) Facial Action Units Intensity Estimation by the Fusion of Features with Multi-kernel Support Vector Machine [paper]
(2015) A Unified Probabilistic Framework For Measuring The Intensity of
Spontaneous Facial Action Units [paper]

IEEE Transactions on Image Processing

(2018) Facial Action Unit Recognition and Intensity Estimation Enhanced Through Label Dependencies [paper]
(2017) Learning Bases of Activity for Facial Expression Recognition [paper]
(2016) Joint Patch and Multi-label Learning for Facial
Action Unit and Holistic Expression Recognition [paper]

IEEE Transactions on Pattern Analysis and Machine Intelligence

(2015) Discriminant Functional Learning of Color
Features for the Recognition of Facial Action
Units and their Intensities [paper]
(2015) Context-Sensitive Dynamic Ordinal Regression
for Intensity Estimation of Facial Action Units [paper]

IEEE Transactions on Affective Computing

(2017) Copula Ordinal Regression Framework
for Joint Estimation of Facial Action Unit Intensity[paper]

Pattern Recognition

(2017) Feature and label relation modeling for multiple-facial action unit
classification and intensity estimation [paper]

Image and Vision Computing

(2016) Real-time facial action unit intensity prediction with regularized
metric learning [paper]
(2012) Regression-based intensity estimation of facial action units [paper]

Journal of Visual Communication and Image Representation

(2017) A joint dictionary learning and regression model for intensity estimation of facial AUs [paper]

Others

Region-based facial representation for real-time Action Units intensity detection across datasets [paper]
(ACII17) Local-Global Ranking for Facial Expression Intensity Estimation [paper]
(Pattern Recognition Letters14) Estimating smile intensity: A better way [paper] [:dizzy::dizzy::dizzy::dizzy:]
(nccv15) Deep Learning based FACS Action Unit Occurrence and Intensity Estimation [paper]
Conditional Adversarial Synthesis of 3D Facial Action Units [paper] [:dizzy::dizzy::dizzy:]
(NIPS16) Incremental Boosting Convolutional Neural Network
for Facial Action Unit Recognition [paper]
(ICIP14) Facial action unit intensity estimation using rotation invariant features and regression analysis [paper]
(IEEE Transactions on Cybernetics 16) Intensity Estimation of Spontaneous Facial Action Units Based on Their Sparsity Properties [paper]
Projects [Computer Expression Recognition Toolbox] [TAUD 2011] [LAUD 2010] [Openface] [[Openface-Paper](OpenFace: an open source facial behavior analysis toolkit)]

Affective Level Estimation

Dataset

AffectNet [Website]
(IEEE TRANSACTIONS ON AFFECTIVE COMPUTING) AffectNet: A Database for Facial Expression,
Valence, and Arousal Computing in the Wild [paper]
EMOTIC dataset [Website]
(CVPR17) Emotion Recognition in Context [paper][Supp]
(CVPR17 workshop) EMOTIC: Emotions in Context Dataset
Aff-Wild DATASET[Website]
Deep Affect Prediction in-the-wild: Aff-Wild Database and Challenge,
Deep Architectures, and Beyond [paper]
(CVPR17 workshop) Aff-Wild: Valence and Arousal ‘in-the-wild’ Challenge [paper]
HAPPEI dataset (happiness intensity)
DISFA Website
(IEEE TRANSACTIONS ON AFFECTIVE COMPUTING13) DISFA: A Spontaneous Facial
Action Intensity Database [paper]
GENKI-4K Website
Proposed Methods validated using GENKI-4K :
(ICCVW17) 95.76 SmileNet: Registration-Free Smiling Face Detection In The Wild [paper][project]
(Machine Vision and Applications17) 92.05 Smile detection in the wild with deep convolutional neural
networks [paper]
(ACPR15) 94.6 Facial smile detection based on deep learning features. [paper]
AFFECTIVA-MIT AM-FED Website
Affectiva-MIT Facial Expression Dataset (AM-FED): Naturalistic and
Spontaneous Facial Expressions Collected In-the-Wild [paper]
Binghamton
Pittsburgh 4D Spontaneous Expression datase (BP4D) [Website]
The UNBC-McMaster Shoulder Pain Expression
Archive Database

Challenges

Group-level happiness intensity recognition @ EmotiW16 [Website]
First Affect-in-the-Wild Challenge [Website]

Related Works

(ICMI16) Happiness level prediction with sequential inputs via multiple regressions [paper]
(CVPR17 workshop) Estimation of Affective Level in the Wild With Multiple Memory Networks [paper]
(ICMI16) Group Happiness Assessment Using Geometric Features
and Dataset Balancing [paper]
(ICMI17) Group Emotion Recognition with Individual Facial Emotion
CNNs and Global Image Based CNNs [paper]
Feature Extraction via Recurrent Random Deep
Ensembles and its Application in Gruop-level
Happiness Estimation [paper]
(ICPR18) Deep Spatiotemporal Representation of the Face
for Automatic Pain Intensity Estimation [paper]
Learning Pain from Action Unit Combinations:
A Weakly Supervised Approach via Multiple
Instance Learning [paper]
(CVPR17) Personalized Automatic Estimation of Self-reported Pain Intensity
from Facial Expressions [paper]
(ICIP17) REGULARIZING FACE VERIFICATION NETS FOR PAIN INTENSITY REGRESSION [paper]
(CVPR17 Workshop) Recurrent Convolutional Neural Network Regression for Continuous Pain Intensity Estimation in Video [paper]
Multi-Instance Dynamic Ordinal Random Fields for
Weakly-supervised Facial Behavior Analysis [paper]
(FG17) Generic to Specific Recognition Models for Group Membership
Analysis in Videos [paper]
(Neurocomputing18)Facial expression intensity estimation using Siamese and triplet
networks [paper]
(Neurocomputing16) A new descriptor of gradients Self-Similarity for smile detection
in unconstrained scenarios [paper]
(IEEE trans on Affective Computing11) Continuous Prediction of Spontaneous Affect from Multiple Cues and Modalities in Valence-Arousal Space [paper]

Happiness (smile intensity estimation)

(IEEE Transactions on Pattern Analysis and Machine Intelligence 09) Toward Practical Smile Detection [paper]
(Multimedia Tools and Applications18) Smile intensity recognition in real time videos: fuzzy system approach[paper]
(ACM Transactions on Intelligent Systems and Technology18) The Effect of Pets on Happiness: A Large-Scale Multi-Factor
Analysis Using Social Multimedia [paper]
(ICMSS '17) Happy Index: Analysis Based on Automatic Recognition of
Emotion Flow [paper]
(ICPR 2012)Group Expression Intensity Estimation in Videos via Gaussian Processes [paper]
A Novel Approach to Detect Smile [paper]
(ICCV17 Workshop) SmileNet: Registration-Free Smiling Face Detection In The Wild [paper][project]
(ACII17) Smiling from Adolescence to Old Age: A Large Observational Study [paper]
Deep Convolutional Neural Networks for Smile
Recognition [paper]
Embedded Implementation of a Deep Learning
Smile Detector [paper]
Smile detection in the wild based on transfer learning [paper]
Appearance-based smile intensity estimation by cascaded support vector machines [paper]
Smile detection in the wild with deep convolutional neural networks [paper]
Fast and Robust Smile Intensity Estimation by Cascaded
Support Vector Machines [paper]

Painful Expression Intensity Estimation

(IEEE Transactions on Affective Computing 19) Multi-modal Pain Intensity Recognition based on the SenseEmotion Database [paper]
(ICMI17) Cumulative Attributes for Pain Intensity Estimation [paper]
(CVPRW16)Recurrent Convolutional Neural Network Regression for Continuous Pain
Intensity Estimation in Video[paper][:dizzy::dizzy::dizzy:]
(CVPRW15)Pain Recognition using Spatiotemporal Oriented Energy of Facial Muscles[paper]
(CVPR17) Personalized Automatic Estimation of Self-reported Pain Intensity
from Facial Expressions [paper][:dizzy::dizzy:]
(FG15)Weakly Supervised Pain Localization using Multiple Instance Learning [paper]
(ICIP17) REGULARIZING FACE VERIFICATION NETS FOR PAIN INTENSITY REGRESSION [paper][code]
(ICME13) PAIN DETECTION THROUGH SHAPE AND APPEARANCE FEATURES [paper]
(ICPR14) Pain Intensity Evaluation Through Facial Action
Units [paper]
(ieee trans on affective computing) Automatic Pain Assessment with Facial
Activity Descriptors [paper]

Human factors on FR or FER

(IEEE Transactions on Biometrics, Behavior, and Identity Science19) Demographic Effects in Facial Recognition and
Their Dependence on Image Acquisition: An
Evaluation of Eleven Commercial Systems [paper]
(IEEE Transactions on Biometrics, Behavior, and Identity Science19) An Experimental Evaluation of Covariates Effects
on Unconstrained Face Verification [paper]
(Symmetry18) Demographic-Assisted Age-Invariant Face Recognition and Retrieval [paper]
(Workshop on Fairness, Accountability, and Transparency in Machine Learning18) InclusiveFaceNet: Improving Face Attribute Detection with Race and Gender Diversity [paper]
Probabilistic Attribute Tree in Convolutional Neural Networks for Facial Expression Recognition [paper]
(International Journal of Computer Graphics18) Review on the effects of age, gender, and race demographics on automatic face recognition [paper]
(ICCV17) Attribute-Enhanced Face Recognition with Neural Tensor Fusion Networks [paper]
(ACII17) The effect of personality trait, age, and gender
on the performance of automatic speech valence recognition [paper]
(Journal of Biometrics & Biostatistics16) Face Verification Subject to Varying (Age, Ethnicity, and Gender)
Demographics Using Deep Learning [paper]
(IEEE Transactions on Affective Computing13) Facial Expression Recognition Influenced by Human Aging [paper]
(IEEE Transactions on Information Forensics and Security12) Face Recognition Performance: Role of Demographic Information [paper]
(FG11) Demographic Effects on Estimates of Automatic Face Recognition
Performance [paper]
(CVPR04) How Features of the Human Face Affect Recognition:
a Statistical Comparison of Three Face Recognition Algorithms [paper]

Attention

(CVPR19) End-to-End Multi-Task Learning with Attention [paper][code])][:dizzy::dizzy::dizzy:]
(ACM MM17) Fine-Grained Recognition via Attribute-Guided Attentive
Feature Aggregation [paper]
(ACM MM18) visual spatial attention network for relationship detection [paper]
(ACM MM18) Attribute-Aware Attention Model for Fine-grained Representation Learning [paper]
(ACM MM18) Attention-based Multi-Patch Aggregation for Image Aesthetic Assessment [paper]
(ACM MM18) Attention-based Pyramid Aggregation Network
for Visual Place Recognition [paper]
(CVPR18) Attention-Aware Compositional Network for Person Re-identification [paper]
(CVPR18) PiCANet: Learning Pixel-wise Contextual Attention for Saliency Detection [paper]
(CVPR18) Emotional Attention: A Study of Image Sentiment and Visual Attention [paper]
(CVPR16) Learning Deep Features for Discriminative Localization [paper][code]
(CVPR18) Non-local Neural Networks [paper]
(ECCV18) Interaction-aware Spatio-temporal Pyramid
Attention Networks for Action Classification [paper]
(ECCV18) CBAM: Convolutional Block Attention Module [paper]
(CVPR18) Attentive Fashion Grammar Network for
Fashion Landmark Detection and Clothing Category Classification[paper]
(CVPR18) Attention-Aware Compositional Network for Person Re-identification [paper]
(ICCV17) A Coarse-Fine Network for Keypoint Localization [paper]
Video-based Person Re-identification via 3D Convolutional Networks
and Non-local Attention [paper]
(AAAI19) Dual Attention Network for Scene Segmentation [paper]
(ECCV18) Small-scale Pedestrian Detection Based on
Topological Line Localization and Temporal
Feature Aggregation [paper]
(ECCV2018) CornerNet: Detecting Objects as
Paired Keypoints [paper][code]
(ECCV2018) DeepPhys: Video-Based Physiological
Measurement Using Convolutional
Attention Networks [paper]
(ECCV18) Video Object Segmentation with Joint Re-identification and
Attention-Aware Mask Propagation [paper]
(ECCV18) Mancs: A Multi-task Attentional Network with
Curriculum Sampling for Person
Re-identification [paper]
(ECCV18) Deep Imbalanced Attribute Classification using
Visual Attention Aggregation [paper]
(ECCV18) Deep Adversarial Attention Alignment for
Unsupervised Domain Adaptation:
the Benefit of Target Expectation Maximization [paper]
(ECCV18) Deep Adaptive Attention for Joint Facial Action
Unit Detection and Face Alignment [paper]

Multi-Task

(NIPS17) Learning Multiple Tasks with Multilinear
Relationship Networks [paper][code]

【资源】聚焦人脸表情识别 (FER) 的顶级会议和期刊文献与资源列表

AAAI

ACM MM

ICCV

ECCV

CVPR

IJCAI

BMVC

WACV

ICMI

FG

IEEE Trans on Affective Computing

IEEE Access

IEEE Transactions on Image Processing

Pattern Recognition

Neurocomputing

IEEE Transactions on Multimedia

Computer Vision and Image Understanding

IEEE Transactions on Cybernetics

Pattern Recognition Letters

Others

CVPR

ICCV

ECCV

ACM MM

BMVC

FG

IEEE Transactions on Image Processing

IEEE Transactions on Pattern Analysis and Machine Intelligence

IEEE Transactions on Affective Computing

Pattern Recognition

Image and Vision Computing

Journal of Visual Communication and Image Representation

Others

Dataset

Challenges

Related Works

Happiness (smile intensity estimation)

Painful Expression Intensity Estimation

Attention

Multi-Task

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