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. From BoW to CNN: Two Decades of Texture Representation for Texture Classification. Cross-Domain Image Matching with Deep Feature Maps Blind Image Deblurring via Deep Discriminative Priors Online Mutual Foreground Segmentation for Multispectral Stereo Videos Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement A Comprehensive Study on Center Loss for Deep Face Recognition Editorial: Special Issue on Machine Vision. Editorial: Special Issue on Machine Vision. Occlusion-Aware 3D Morphable Models and an Illumination Prior for Face Image Analysis. Person Re-identification in Identity Regression Space. Deep Sign: Enabling Robust Statistical Continuous Sign Language Recognition via Hybrid CNN-HMMs. Learning Latent Representations of 3D Human Pose with Deep Neural Networks. Combining Shape from Shading and Stereo: A Joint Variational Method for Estimating Depth, Illumination and Albedo. Feedback and Surround Modulated Boundary Detection. Real-Time Intensity-Image Reconstruction for Event Cameras Using Manifold Regularisation. EMVS: Event-Based Multi-View Stereo---3D Reconstruction with an Event Camera in Real-Time. Describing Upper-Body Motions Based on Labanotation for Learning-from-Observation Robots. On Unifying Multi-view Self-Representations for Clustering by Tensor Multi-rank Minimization. Artistic Style Transfer for Videos and Spherical Images. Elastic Alignment of Triangular Surface Meshes. Joint Contour Filtering. Editor’s Note: Special Issue on Novel Representations and Learning Methods in Computer Vision. Focal Flow: Velocity and Depth from Differential Defocus Through Motion. RED-Net: A Recurrent Encoder--Decoder Network for Video-Based Face Alignment. Subspace Learning by ℓ0-Induced Sparsity. Robust Detection and Affine Rectification of Planar Homogeneous Texture for Scene Understanding. Lie-X: Depth Image Based Articulated Object Pose Estimation, Tracking, and Action Recognition on Lie Groups (vol 123, pg 454, 2017) Discriminative Correlation Filter Tracker with Channel and Spatial Reliability. Label Propagation with Ensemble of Pairwise Geometric Relations: Towards Robust Large-Scale Retrieval of Object Instances Predicting Foreground Object Ambiguity and Efficiently Crowdsourcing the Segmentation(s) Scale-Free Registrations in 3D: 7 Degrees of Freedom with Fourier Mellin SOFT Transforms Hierarchical Cellular Automata for Visual Saliency Defining the Pose of Any 3D Rigid Object and an Associated Distance Hallucinating Compressed Face Images SDF-2-SDF Registration for Real-Time 3D Reconstruction from RGB-D Data RAW Image Reconstruction Using a Self-contained sRGB-JPEG Image with Small Memory Overhead Separable Anisotropic Diffusion Appreciation to IJCV Reviewers of 2017. Dense Reconstruction of Transparent Objects by Altering Incident Light Paths Through Refraction Do Semantic Parts Emerge in Convolutional Neural Networks? Classification of Multi-class Daily Human Motion using Discriminative Body Parts and Sentence Descriptions Visual Tracking via Subspace Learning: A Discriminative Approach No-Reference Image Quality Assessment for Image Auto-Denoising From Facial Expression Recognition to Interpersonal Relation Prediction