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A reading list of top Conferences & Journals, focused on facial expression recognition (FER)

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Facial Expression Recognition (FER)

ICML18

  • Video Prediction with Appearance and Motion Conditions [paper],[project]

CVPR18

  • Facial Expression Recognition by De-expression Residue Learning [paper]
  • Joint Pose and Expression Modeling for Facial Expression Recognition [paper],[code]
  • 4DFAB: A Large Scale 4D Database for Facial Expression Analysis and Biometric Applications [paper]
  • (workshop) Covariance Pooling for Facial Expression Recognition [paper],[code]
  • (workshop) Unsupervised Features for Facial Expression Intensity Estimation over Time [paper]
  • (workshop) A Compact Deep Learning Model for Robust Facial Expression Recognition [paper]

AAAI18

  • ExprGAN: Facial Expression Editing with Controllable Expression Intensity [paper],[code]
  • Learning Spatio-temporal Features with Partial Expression Sequences for on-the-Fly Prediction [paper]

FG18

  • Multi-Channel Pose-Aware Convolution Neural Networks for Multi-View Facial Expression Recognition [paper]
  • Automatic 4D Facial Expression Recognition using Dynamic Geometrical Image Network [paper]
  • ExpNet: Landmark-Free, Deep, 3D Facial Expressions [paper]
  • Perceptual Facial Expression Representation [paper]
  • Emotion-Preserving Representation Learning via Generative Adversarial Network for Multi-view Facial Expression Recognition [paper]
  • Spotting the Details: The Various Facets of Facial Expressions [paper]
  • Identity-Adaptive Facial Expression Recognition Through Expression Regeneration Using Conditional Generative Adversarial Networks [paper]
  • Hand-crafted Feature Guided Deep Learning for Facial Expression Recognition [paper]
  • Accurate Facial Parts Localization and Deep Learning for 3D Facial Expression Recognition [paper]
  • Changes in Facial Expression as Biometric: A Database and Benchmarks of Identification [paper]
  • LTP-ML : Micro-Expression Detection by Recognition of Local temporal Pattern of Facial Movements [paper]
  • From Macro to Micro Expression Recognition: Deep Learning on Small Datasets Using Transfer Learning [paper]

ACMM MM18

  • Geometry Guided Adversarial Facial Expression Synthesis [paper]

CVPR17

  • Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression Recognition in the Wild [paper]
  • Emotion Recognition in Context [paper]
  • (workshop) Facial Expression Recognition Using Enhanced Deep 3D Convolutional Neural Networks [paper]
  • (workshop) Estimation of Affective Level in the Wild With Multiple Memory Networks [paper]
  • (workshop) DyadGAN: Generating Facial Expressions in Dyadic Interactions [paper]
  • (workshop) Personalized Automatic Estimation of Self-reported Pain Intensity from Facial Expressions paper

ICCV17

  • A Novel Space-Time Representation on the Positive Semidefinite Cone for Facial Expression Recognition [paper]
  • (workshop) Facial Expression Recognition via Joint Deep Learning of RGB-Depth Map Latent Representations [paper]
  • (workshop) Facial Expression Recognition using Visual Saliency and Deep Learning [paper]

FG17

  • Accurate Facial Parts Localization and Deep Learning for 3D Facial Expression Recognition [paper]
  • FaceNet2ExpNet: Regularizing a Deep Face Recognition Net for Expression Recognition [paper]
  • Deep generative-contrastive networks for facial expression recognition [paper]
  • Identity-Aware Convolutional Neural Network for Facial Expression Recognition [paper]
  • (workshop) Spatio-Temporal Facial Expression Recognition Using Convolutional Neural Networks and Conditional Random Fields [paper]
  • Head Pose and Expression Transfer using Facial Status Score [paper]
  • Sayette Group Formation Task (GFT) Spontaneous Facial Expression Database [paper]
  • Curriculum Learning for Facial Expression Recognition [paper]
  • Implicit Media Tagging and Affect Prediction from RGB-D video of spontaneous facial expressions [paper]

CVPR16

  • LOMo: Latent Ordinal Model for Facial Analysis in Videos [paper]
  • Facial Expression Intensity Estimation Using Ordinal Information [paper],[Supplementary]
  • EmotioNet: An accurate, real-time algorithm for the automatic annotation of a million facial expressions in the wild [paper],[Supplementary]
  • Multimodal Spontaneous Emotion Corpus for Human Behavior Analysis [paper]
  • (workshop) Automatic Recognition of Emotions and Membership in Group Videos [paper]
  • (workshop) Extended DISFA Dataset: Investigating Posed and Spontaneous Facial Expressions [paper]

ECCV16

  • Peak-Piloted Deep Network for Facial Expression Recognition [paper]

WACV16

  • Going Deeper in Facial Expression Recognition using Deep Neural Networks [paper]

ICCV15

  • Joint Fine-Tuning in Deep Neural Networks for Facial Expression Recognition [paper]
  • Pairwise Conditional Random Forests for Facial Expression Recognition [paper]

FG15

  • Pairwise Linear Regression: An Efficient and Fast Multi-view Facial Expression Recognition [paper]

CVPR14

  • Learning Expressionlets on Spatio-Temporal Manifold for Dynamic Facial Expression Recognition [paper]
  • Facial Expression Recognition via a Boosted Deep Belief Network paper

CVPR13

  • Capturing Complex Spatio-Temporal Relations among Facial Muscles for Facial Expression Recognition [paper]

Others

  • (submission to IJCAI-ECAI 2018) Geometry-Contrastive Generative Adversarial Network for Facial Expression Synthesis [paper]
  • Deep Facial Expression Recognition: A Survey [paper]
  • (ACM Computing Surveys) Facial Expression Analysis under Partial Occlusion: A Survey [paper]
  • Expression Empowered ResiDen Network for Facial Action Unit Detection [paper]
  • Deep Covariance Descriptors for Facial Expression Recognition [paper]
  • Fine-Grained Facial Expression Analysis Using Dimensional Emotion Model [paper]
  • VGAN-Based Image Representation Learning for Privacy-Preserving Facial Expression Recognition [paper]

Cross-Dataset FER (or other similar Cross-Dataset tasks)

  • ICPR 18 Deep Emotion Transfer Network for Cross-database Facial Expression Recognition
  • FG 2018 Deep Unsupervised Domain Adaptation for Face Recognition [paper]
  • FG 2018 Cross-generating GAN for Facial Identity Preserving [paper]
  • ACM MM 2017 Learning a Target Sample Re-Generator for Cross-Database Micro-Expression Recognition [paper]
  • TIP 2018 Domain Regeneration for Cross-Database Micro-Expression Recognition [paper]
  • CVPR 2013 Selective Transfer Machine for Personalized Facial Action Unit Detection [paper]
  • 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](P428)
  • IEEE TRANSACTIONS ON AFFECTIVE COMPUTING 2018 Cross-Domain Color Facial Expression Recognition Using Transductive Transfer Subspace Learning [paper]
  • FG2018 Unsupervised Domain Adaptation with Regularized Optimal Transport for Multimodal 2D+3D Facial Expression Recognition [paper]
  • ICB2016 Discriminative Feature Adaptation for Cross-Domain Facial Expression Recognition [paper]
  • ICB2015 A Transfer Learning Approach to Cross-Database Facial Expression Recognition [paper]
  • ICRA2011 Cross-dataset facial expression recognition [paper]
  • Neurocomputing2016 Transfer subspace learning for cross-dataset facial expression recognition [paper]
  • 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)
  • CVPR2014 Constrained Deep Transfer Feature Learning and its Applications [paper](Cross-view facial expression recognition)
  • IEEE SIGNAL PROCESSING LETTERS 2016 Cross-Corpus Speech Emotion Recognition Based on Domain-Adaptive Least-Squares Regression [paper]
  • ICMI2017 Cross-Modality Interaction between EEG Signals and Facial Expression [paper]
  • ACM MM 2017 Integrated Face Analytics Networks through Cross-Dataset Hybrid Training[paper]
  • Multi-task Mid-level Feature Alignment Network for Unsupervised Cross-Dataset Person Re-Identification [paper]

Datasets

Challenges

Domain Adaptation (DA)

  • (ICML 2015) Learning Transferable Features with Deep Adaptation Networks [paper]
  • (NIPS 2016) Unsupervised Domain Adaptation with Residual Transfer Networks [paper]
  • (ICML 2017) Deep Transfer Learning with Joint Adaptation Networks [paper]

Neurocomputing18

  • Deep Visual Domain Adaptation: A Survey [paper]

CVPR18

  • Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification [paper]
  • Residual Parameter Transfer for Deep Domain Adaptation [paper]
  • Unsupervised Cross-dataset Person Re-identification by Transfer Learning of Spatial-Temporal Patterns [paper], [code]
  • Deep Cocktail Network: Multi-source Unsupervised Domain Adaptation with Category Shift (paper)
  • Detach and Adapt: Learning Cross-Domain Disentangled Deep Representation [paper]
  • Maximum Classifier Discrepancy for Unsupervised Domain Adaptation [paper],[code]
  • Adversarial Feature Augmentation for Unsupervised Domain Adaptation [paper],[code]
  • Duplex Generative Adversarial Network for Unsupervised Domain Adaptation [paper],[code]
  • Generate To Adapt: Aligning Domains using Generative Adversarial Networks [paper],[code]
  • Conditional Generative Adversarial Network for Structured Domain Adaptation [paper]

AAAI18

  • Wasserstein Distance Guided Representation Learning for Domain Adaptation [paper],[code]
  • Deep Asymmetric Transfer Network for Unbalanced Domain Adaptation [paper]

IJCAI18

  • Unsupervised Cross-Modality Domain Adaptation of ConvNets for Biomedical Image Segmentations with Adversarial Loss [paper]

ICLR18

  • A DIRT-T APPROACH TO UNSUPERVISED DOMAIN ADAPTATION [paper],[code]

CVPR17

  • Adversarial Discriminative Domain Adaptation [paper]

ICCV17

Image to Video Adaptation

  • (IEEE TRANSACTIONS ON CYBERNETICS 17) Semi-supervised image-to-video adaptation for video action recognition [paper]
  • (CVPR 2012) Exploiting Web Images for Event Recognition in Consumer Videos: A Multiple Source Domain Adaptation Approach [paper]

Generative Adversarial Nets (GAN) --- Image & Video & Face

CVPR18

  • StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation [paper],[code]
  • Exploring Disentangled Feature Representation Beyond Face Identification [paper]

IJCAI18

  • Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks [paper]

ICCV17

  • Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis [paper]

Others

  • Global and Local Consistent Age Generative Adversarial Networks [paper]

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A reading list of top Conferences & Journals, focused on facial expression recognition (FER)

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