Manifold Mixup: Better Representations by Interpolating Hidden States

Vikas Verma, Alex Lamb, Christopher Beckham, +2

arXiv (Cornell University)

Artificial IntelligenceGeometric LearningDeep Neural NetworksEngineeringMachine Learning +13

WekaDeeplearning4j: A deep learning package for Weka based on Deeplearning4j

Steven Lang, Felipe Bravo-Márquez, Christopher Beckham, +2

Knowledge-Based Systems

Artificial IntelligenceEngineeringMachine LearningData ScienceFeature Learning +5

ExtremeWeather: A large-scale climate dataset for semi-supervised detection, localization, and understanding of extreme weather events

Evan Racah, Christopher Beckham, Tegan Maharaj, +3

PolyPublie (École Polytechnique de Montréal)

Convolutional Neural NetworkEngineeringMachine LearningExtreme WeatherAutoencoders +22

Manifold Mixup: Encouraging Meaningful On-Manifold Interpolation as a Regularizer.

Vikas Verma, Alex Lamb, Christopher Beckham, +3

arXiv (Cornell University)

Geometric LearningEngineeringMachine LearningManifold ModelingManifold Mixup +14

Manifold Mixup: Learning Better Representations by Interpolating Hidden States

Vikas Verma, Alex Lamb, Christopher Beckham, +4

Artificial IntelligenceData AugmentationMachine VisionMachine LearningData Science +13

On Adversarial Mixup Resynthesis

Christopher Beckham, Sina Honari, Vikas Verma, +4

PolyPublie (École Polytechnique de Montréal)

Artificial IntelligenceEngineeringMachine LearningData ScienceGenerative Adversarial Network +13

Unsupervised Depth Estimation, 3D Face Rotation and Replacement

Joel Ruben Antony Moniz, Christopher Beckham, Simon Rajotte, +2

arXiv (Cornell University)

EngineeringMachine LearningBiometricsFacial Keypoints3D Computer Vision +17

A simple squared-error reformulation for ordinal classification

Christopher Beckham, Christopher Pal

arXiv (Cornell University)

EngineeringMachine LearningClassification MethodImage AnalysisData Science +15

Towards annotation-efficient segmentation via image-to-image translation

Eugene Vorontsov, Pavlo Molchanov, Matej Gazda, +3

Medical Image Analysis

Data AnnotationTowards Annotation-efficient SegmentationMachine VisionImage AnalysisMachine Learning +6

Semi-Supervised Detection of Extreme Weather Events in Large Climate Datasets

Evan Racah, Christopher Beckham, Tegan Maharaj, +2

arXiv (Cornell University)

Convolutional Neural NetworkEngineeringMachine LearningExtreme WeatherAutoencoders +17