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    Recognizing Families through Images with Pretrained Encoder (English)

    In: 2020 15th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2020) ; 887-891  ; 2020

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    Kinship verification and kinship retrieval are emerging tasks in computer vision. Kinship verification aims at determining whether two facial images are from related people or not, while kinship retrieval is the task of retrieving possible related facial images to a person from a gallery of images. They introduce unique challenges because of the hidden relations and features that carry inherent characteristics between the facial images. We employ 3 methods, FaceNet, Siamese VGGFace, and a combination of FaceNet and VGG-Face models as feature extractors, to achieve the 9th standing for kinship verification and the 5th standing for kinship retrieval in the Recognizing Family in The Wild 2020 competition. We then further experimented using StyleGAN2 as another encoder, with no improvement in the result.

    Table of contents conference proceedings

    The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.

    1
    Landmarks-assisted Collaborative Deep Framework for Automatic 4D Facial Expression Recognition
    Behzad, Muzammil / Vo, Nhat / Li, Xiaobai / Zhao, Guoying et al. | 2020
    1
    Image Enhancement for Remote Photoplethysmography in a Low-Light Environment
    Xi, Lin / Chen, Weihai / Zhao, Changchen / Wu, Xingming / Wang, Jianhua et al. | 2020
    8
    Toward fast and accurate human pose estimation via soft-gated skip connections
    Bulat, Adrian / Kossaifi, Jean / Tzimiropoulos, Georgios / Pantic, Maja et al. | 2020
    16
    Head2Head: Video-based Neural Head Synthesis
    Koujan, Mohammad Rami / Doukas, Michail Christos / Roussos, Anastasios / Zafeiriou, Stefanos et al. | 2020
    24
    Real-time Facial Expression Recognition “In The Wild” by Disentangling 3D Expression from Identity
    Koujan, Mohammad Rami / Alharbawee, Luma / Giannakakis, Giorgos / Pugeault, Nicolas / Roussos, Anastasios et al. | 2020
    32
    ATFaceGAN: Single Face Image Restoration and Recognition from Atmospheric Turbulence
    Lau, Chun Pong / Souri, Hossein / Chellappa, Rama et al. | 2020
    40
    Gesture Agreement Assessment Using Description Vectors
    Madapana, Naveen / Gonzalez, Glebys / Wachs, Juan et al. | 2020
    45
    IF-GAN: Generative Adversarial Network for Identity Preserving Facial Image Inpainting and Frontalization
    Li, Kunjian / Zhao, Qijun et al. | 2020
    53
    A recurrent cycle consistency loss for progressive face-to-face synthesis
    Sanchez, Enrique / Valstar, Michel et al. | 2020
    61
    FT-RCNN: Real-time Visual Face Tracking with Region-based Convolutional Neural Networks
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    69
    Face Video Generation from a Single Image and Landmarks
    Songsri-in, Kritaphat / Zafeiriou, Stefanos et al. | 2020
    77
    DriverMHG: A Multi-Modal Dataset for Dynamic Recognition of Driver Micro Hand Gestures and a Real-Time Recognition Framework
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    93
    End-to-end Facial and Physiological Model for Affective Computing and Applications
    Comas, Joaquim / Aspandi, Decky / Binefa, Xavier et al. | 2020
    101
    Generative Model-Based Loss to the Rescue: A Method to Overcome Annotation Errors for Depth-Based Hand Pose Estimation
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    109
    Clustering based Contrastive Learning for Improving Face Representations
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    117
    Face Denoising and 3D Reconstruction from A Single Depth Image
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    125
    Gated Variational AutoEncoders: Incorporating Weak Supervision to Encourage Disentanglement
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    133
    Recognizing Gestures from Videos using a Network with Two-branch Structure and Additional Motion Cues
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    DeepVI: A Novel Framework for Learning Deep View-Invariant Human Action Representations using a Single RGB Camera
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    146
    DeeSCo: Deep heterogeneous ensemble with Stochastic Combinatory loss for gaze estimation
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    153
    MoDuL: Deep Modal and Dual Landmark-wise Gated Network for Facial Expression Recognition
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    160
    EV-Action: Electromyography-Vision Multi-Modal Action Dataset
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    168
    Hybrid Video and Image Hashing for Robust Face Retrieval
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    176
    Robustness Analysis of Face Obscuration
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    184
    Block Mobilenet: Align Large-Pose Faces with <1MB Model Size
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    192
    Deep Entwined Learning Head Pose and Face Alignment Inside an Attentional Cascade with Doubly-Conditional fusion
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    199
    End-to-end Spatial Attention Network with Feature Mimicking for Head Detection
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    207
    Spatio-Temporal Attention and Magnification for Classification of Parkinson’s Disease from Videos Collected via the Internet
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    215
    PAS-Net: Pose-based and Appearance-based Spatiotemporal Networks Fusion for Action Recognition
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    222
    Neural Sign Language Translation by Learning Tokenization
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    229
    Set Operation Aided Network for Action Units Detection
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    236
    Recognizing Perceived Emotions from Facial Expressions
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    249
    Dual-Attention GAN for Large-Pose Face Frontalization
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    257
    Taking Control of Intra-class Variation in Conditional GANs Under Weak Supervision
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    265
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    281
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    286
    Semi-supervised Emotion Recognition using Inconsistently Annotated Data
    Happy, SL / Dantcheva, Antitza / Bremond, Francois et al. | 2020
    294
    Self-supervised Deformation Modeling for Facial Expression Editing
    Athar, ShahRukh / Shu, Zhixin / Samaras, Dimitris et al. | 2020
    307
    Face Attributes as Cues for Deep Face Recognition Understanding
    Diniz, Matheus Alves / Schwartz, William Robson et al. | 2020
    314
    3D Face Mask Anti-spoofing via Deep Fusion of Dynamic Texture and Shape Clues
    Chen, Song / Li, Weixin / Yang, Hongyu / Huang, Di / Wang, Yunhong et al. | 2020
    322
    CLIFER: Continual Learning with Imagination for Facial Expression Recognition
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    329
    Slim-CNN: A Light-Weight CNN for Face Attribute Prediction
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    An EEG-Based Multi-Modal Emotion Database with Both Posed and Authentic Facial Actions for Emotion Analysis
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    344
    Multimodal Deep Learning Framework for Mental Disorder Recognition
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    Modelling the Statistics of Cyclic Activities by Trajectory Analysis on the Manifold of Positive-Semi-Definite Matrices
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    356
    Can We Read Speech Beyond the Lips? Rethinking RoI Selection for Deep Visual Speech Recognition
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    364
    Deformation Flow Based Two-Stream Network for Lip Reading
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    371
    Automatic Detection of Self-Adaptors for Psychological Distress
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    379
    Temporal Triplet Mining for Personality Recognition
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    Hand tracking from monocular RGB with dense semantic labels
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    402
    3D Landmark Localization in Point Clouds for the Human Ear
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    Metric-Scale Truncation-Robust Heatmaps for 3D Human Pose Estimation
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    First Investigation into the Use of Deep Learning for Continuous Assessment of Neonatal Postoperative Pain
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    Leveraging Shared and Divergent Facial Expression Behavior Between Genders in Deception Detection
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    Dynamic versus Static Facial Expressions in the Presence of Speech
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    Generative Video Face Reenactment by AUs and Gaze Regularization
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    Simple and Effective Approaches for Uncertainty Prediction in Facial Action Unit Intensity Regression
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    Beyond MAGIC: Matching Collaborative Gestures using an optimization-based Approach
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    Learning Guided Attention Masks for Facial Action Unit Recognition
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    Deep Weakly Supervised Domain Adaptation for Pain Localization in Videos
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    503
    Using a Skeleton Gait Energy Image for Pathological Gait Classification
    Loureiro, Joao / Correia, Paulo Lobato et al. | 2020
    508
    Kinematic Tracking of Rehabilitation Patients With Markerless Pose Estimation Fused with Wearable Inertial Sensors
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    515
    A video is worth more than 1000 lies. Comparing 3DCNN approaches for detecting deepfakes
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    Towards a visual Sign Language dataset for home care services
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    525
    Visual Saliency Detection guided by Neural Signals
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    Estimation of Orofacial Kinematics in Parkinson’s Disease: Comparison of 2D and 3D Markerless Systems for Motion Tracking
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    Facial Expression Recognition for In-the-wild Videos
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    619
    Unique Class Group Based Multi-Label Balancing Optimizer for Action Unit Detection
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    877
    Multi-view Deep Features for Robust Facial Kinship Verification
    Laiadi, Oualid / Ouamane, Abdelmalik / Benakcha, Abdelhamid / Taleb-Ahmed, Abdelmalik / Hadid, Abdenour et al. | 2020
    882
    Retrieval of Family Members Using Siamese Neural Network
    Yu, Jun / Xie, Guochen / Li, Mengyan / Hao, Xinlong et al. | 2020
    887
    Recognizing Families through Images with Pretrained Encoder
    Nguyen, Tuan-Duy H. / Nguyen, Huu-Nghia H. / Dao, Hieu et al. | 2020
    892
    Deep Fusion Siamese Network for Automatic Kinship Verification
    Yu, Jun / Li, Mengyan / Hao, Xinlong / Xie, Guochen et al. | 2020
    900
    Two-stage Recognition and Beyond for Compound Facial Emotion Recognition
    Zhang, Zhiyuan / Yi, Miao / Xu, Juan / Zhang, Rong / Shen, JianPing et al. | 2020
    905
    Challenge report: Compound Emotion challenge
    Luo, Zhipeng / Zhang, Zhiguang et al. | 2020
    908
    Multimodal(Audio, Facial and Gesture) based Emotion Recognition challenge
    Wei, Gou / Jian, Li / Mo, Sun et al. | 2020
    912
    Two Stage Emotion Recognition using Frame-level and Video-level Features
    Viegas, Carla et al. | 2020
    916
    Real-time Action Unit Intensity Detection
    Hinduja, Saurabh / Canavan, Shaun et al. | 2020
    917
    Sign Language Recognition in Virtual Reality
    Schioppo, Jacob / Meyer, Zachary / Fabiano, Diego / Canavan, Shaun et al. | 2020
    918
    ReenactNet: Real-time Full Head Reenactment
    Koujan, Mohammad Rami / Doukas, Michail Christos / Roussos, Anastasios / Zafeiriou, Stefanos et al. | 2020
    919
    Understanding consumer attention on mobile devices
    Efremova, Natalia / Hajimirza, Navid / Bassett, David / Thomaz, Felipe et al. | 2020
    921
    Author Index
    | 2020
    i
    Title Page
    | 2020
    iv
    Copyright Page
    | 2020
    v
    Table of Contents
    | 2020
    xxi
    Message from the General and Program Chairs FG 2020
    Wachs, Juan / Escalera, Sergio / Cohn, Jeffrey / Salah, Albert Ali / Ross, Arun et al. | 2020
    xxii
    Organizing Committee
    | 2020
    xxiv
    Area Chairs
    | 2020
    xxix
    Workshop Committees
    | 2020
    xxv
    Program Committee
    | 2020
    xxxii
    Competition Committees
    | 2020
    xxxiv
    Sponsors
    | 2020

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