Unsupervised Learning

Context Encoders: Feature Learning by Inpainting CVPR 2016 EcoICA: Skewness-based ICA via Eigenvectors of Cumulant Operator ACML 2016 Joint Unsupervised Deformable Spatio-Temporal Alignment of Sequences CVPR 2016 Joint Unsupervised Learning of Deep Representations and Image Clusters CVPR 2016 Learning Compact Binary Descriptors With Unsupervised Deep Neural Networks CVPR 2016 Learning Deep Parsimonious Representations NeurIPS 2016 Motion From Structure (MfS): Searching for 3D Objects in Cluttered Point Trajectories CVPR 2016 Split and Match: Example-Based Adaptive Patch Sampling for Unsupervised Style Transfer CVPR 2016 Tagger: Deep Unsupervised Perceptual Grouping NeurIPS 2016 Track and Segment: An Iterative Unsupervised Approach for Video Object Proposals CVPR 2016 Unsupervised Learning of 3D Structure from Images NeurIPS 2016 Unsupervised Learning of Discriminative Attributes and Visual Representations CVPR 2016 Unsupervised Learning of Spoken Language with Visual Context NeurIPS 2016 Encoding Based Saliency Detection for Videos and Images CVPR 2015 Learning to Linearize Under Uncertainty NeurIPS 2015 Real-Time Coarse-to-Fine Topologically Preserving Segmentation CVPR 2015 Rectified Factor Networks NeurIPS 2015 Skip-Thought Vectors NeurIPS 2015 Unsupervised Learning by Program Synthesis NeurIPS 2015 Unsupervised Learning of Complex Articulated Kinematic Structures Combining Motion and Skeleton Information CVPR 2015 Unsupervised Visual Alignment With Similarity Graphs CVPR 2015 Winner-Take-All Autoencoders NeurIPS 2015 Discriminative Unsupervised Feature Learning with Convolutional Neural Networks NeurIPS 2014 Factoring Variations in Natural Images with Deep Gaussian Mixture Models NeurIPS 2014 Fast and Robust Archetypal Analysis for Representation Learning CVPR 2014