Unsupervised Learning

Patch to the Future: Unsupervised Visual Prediction CVPR 2014 Spectral Clustering of graphs with the Bethe Hessian NeurIPS 2014 Unsupervised Learning of Dictionaries of Hierarchical Compositional Models CVPR 2014 Unsupervised Transcription of Piano Music NeurIPS 2014 Compressive Feature Learning NeurIPS 2013 GRASP Recurring Patterns from a Single View CVPR 2013 Large-Scale Video Summarization Using Web-Image Priors CVPR 2013 Learning invariant representations and applications to face verification NeurIPS 2013 Online Dominant and Anomalous Behavior Detection in Videos CVPR 2013 Separating Signal from Noise Using Patch Recurrence across Scales CVPR 2013 Stochastic Ratio Matching of RBMs for Sparse High-Dimensional Inputs NeurIPS 2013 Top-Down Regularization of Deep Belief Networks NeurIPS 2013 Unsupervised Joint Object Discovery and Segmentation in Internet Images CVPR 2013 Wavelets on Graphs via Deep Learning NeurIPS 2013 A Spectral Algorithm for Latent Dirichlet Allocation NeurIPS 2012 Deep Learning of Invariant Features via Simulated Fixations in Video NeurIPS 2012 Emergence of Object-Selective Features in Unsupervised Feature Learning NeurIPS 2012 Image Denoising and Inpainting with Deep Neural Networks NeurIPS 2012 Learning to Align from Scratch NeurIPS 2012 The topographic unsupervised learning of natural sounds in the auditory cortex NeurIPS 2012 Unsupervised SVMs: On the Complexity of the Furthest Hyperplane Problem COLT 2012 ICA with Reconstruction Cost for Efficient Overcomplete Feature Learning NeurIPS 2011 Learning Class-relevant Features and Class-irrelevant Features via a Hybrid third-order RBM AISTATS 2011 Selecting Receptive Fields in Deep Networks NeurIPS 2011 Sparse Filtering NeurIPS 2011