Video Question Answering with Spatio-Temporal Reasoning. A Spatiotemporal Convolutional Neural Network for Automatic Pain Intensity Estimation from Facial Dynamics. Joint Estimation of Camera Orientation and Vanishing Points from an Image Sequence in a Non-Manhattan World. CU-Net: Component Unmixing Network for Textile Fiber Identification. What Does 2D Geometric Information Really Tell Us About 3D Face Shape? Motion-Compensated Spatio-Temporal Filtering for Multi-Image and Multimodal Super-Resolution. Estimation of 3D Category-Specific Object Structure: Symmetry, Manhattan and/or Multiple Images. Learning Transparent Object Matting. Learning Human Pose Models from Synthesized Data for Robust RGB-D Action Recognition. Tensor Decomposition and Non-linear Manifold Modeling for 3D Head Pose Estimation. LCEval: Learned Composite Metric for Caption Evaluation. Lucid Data Dreaming for Video Object Segmentation. Predicting How to Distribute Work Between Algorithms and Humans to Segment an Image Batch. Deep Supervised Hashing for Fast Image Retrieval. Which and How Many Regions to Gaze: Focus Discriminative Regions for Fine-Grained Visual Categorization. Deep Learning Approach in Aerial Imagery for Supporting Land Search and Rescue Missions. Unsupervised Learning of Foreground Object Segmentation. Multi-target Tracking in Multiple Non-overlapping Cameras Using Fast-Constrained Dominant Sets. Click Carving: Interactive Object Segmentation in Images and Videos with Point Clicks. Efficient Feature Matching via Nonnegative Orthogonal Relaxation. Repetition Estimation. Rank-1 Tensor Approximation for High-Order Association in Multi-target Tracking. Exploiting the Anisotropy of Correlation Filter Learning for Visual Tracking. Video Enhancement with Task-Oriented Flow. One-Day Outdoor Photometric Stereo Using Skylight Estimation. Correction to: One-Day Outdoor Photometric Stereo Using Skylight Estimation. Contrast Invariant SNR and Isotonic Regressions. Visibility Enhancement by Integrating Refocusing and Direct-Global Separation with Contact Imaging. Editorial: Special Issue on Deep Learning for Face Analysis. Single-Shot Scale-Aware Network for Real-Time Face Detection. Hierarchical Attention for Part-Aware Face Detection. Real-Time 3D Head Pose Tracking Through 2.5D Constrained Local Models with Local Neural Fields. Face-Specific Data Augmentation for Unconstrained Face Recognition. Large-Scale Bisample Learning on ID Versus Spot Face Recognition. Detecting and Mitigating Adversarial Perturbations for Robust Face Recognition. An Adversarial Neuro-Tensorial Approach for Learning Disentangled Representations. Wavelet Domain Generative Adversarial Network for Multi-scale Face Hallucination. Disentangling Geometry and Appearance with Regularised Geometry-Aware Generative Adversarial Networks. Synthesis of High-Quality Visible Faces from Polarimetric Thermal Faces using Generative Adversarial Networks. Synthesis of High-Quality Visible Faces from Polarimetric Thermal Faces using Generative Adversarial Networks. Identity-Preserving Face Recovery from Stylized Portraits. Deep Affect Prediction in-the-Wild: Aff-Wild Database and Challenge, Deep Architectures, and Beyond. Deep, Landmark-Free FAME: Face Alignment, Modeling, and Expression Estimation. Learning from Longitudinal Face Demonstration—Where Tractable Deep Modeling Meets Inverse Reinforcement Learning. Deep Appearance Models: A Deep Boltzmann Machine Approach for Face Modeling. Appreciation to IJCV Reviewers of 2018. Structural Constraint Data Association for Online Multi-object Tracking. An Approximate Shading Model with Detail Decomposition for Object Relighting. Combining Multiple Cues for Visual Madlibs Question Answering. Fast Diffeomorphic Image Registration via Fourier-Approximated Lie Algebras.