Weakly Supervised Learning

Track and Transfer: Watching Videos to Simulate Strong Human Supervision for Weakly-Supervised Object Detection CVPR 2016 WarpNet: Weakly Supervised Matching for Single-View Reconstruction CVPR 2016 Weakly Supervised Deep Detection Networks CVPR 2016 Weakly Supervised Object Boundaries CVPR 2016 Weakly Supervised Object Localization With Progressive Domain Adaptation CVPR 2016 Weakly-supervised text-to-speech alignment confidence measure COLING 2016 We Don't Need No Bounding-Boxes: Training Object Class Detectors Using Only Human Verification CVPR 2016 WELDON: Weakly Supervised Learning of Deep Convolutional Neural Networks CVPR 2016 Active Learning from Weak and Strong Labelers NeurIPS 2015 Adaptive Dither Voting for Robust Spatial Verification ICCV 2015 A Framework for Individualizing Predictions of Disease Trajectories by Exploiting Multi-Resolution Structure NeurIPS 2015 Automatically Discovering Local Visual Material Attributes CVPR 2015 Batch Learning from Logged Bandit Feedback through Counterfactual Risk Minimization JMLR 2015 BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation ICCV 2015 Classifier Learning With Hidden Information CVPR 2015 ConceptLearner: Discovering Visual Concepts From Weakly Labeled Image Collections CVPR 2015 Conditional Restricted Boltzmann Machines for Multi-label Learning with Incomplete Labels AISTATS 2015 Constrained Convolutional Neural Networks for Weakly Supervised Segmentation ICCV 2015 Convex Calibrated Surrogates for Hierarchical Classification ICML 2015 Convex Formulation for Learning from Positive and Unlabeled Data ICML 2015 Counterfactual Risk Minimization: Learning from Logged Bandit Feedback ICML 2015 DART: Dropouts meet Multiple Additive Regression Trees AISTATS 2015 DEEP-CARVING: Discovering Visual Attributes by Carving Deep Neural Nets CVPR 2015 Deep Learning Face Attributes in the Wild ICCV 2015 Deep Learning Strong Parts for Pedestrian Detection ICCV 2015