A survey of uncertainty in deep neural networks

Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali, +11

Artificial Intelligence Review

EngineeringMachine LearningNeural Networks (Machine Learning)Neural Network PredictionsUncertain Data +16

Explainable Machine Learning for Scientific Insights and Discoveries

Ribana Roscher, Bastian Bohn, Marco F. Duarte, +1

IEEE Access

Artificial IntelligenceEngineeringMachine LearningData ScienceData Mining +12

A Survey of Uncertainty in Deep Neural Networks

Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali, +11

arXiv (Cornell University)

Deep Neural NetworksEngineeringMachine LearningData ScienceUncertainty Quantification +12

Counting of grapevine berries in images via semantic segmentation using convolutional neural networks

Laura Zabawa, Anna Kicherer, Lasse Klingbeil, +3

ISPRS Journal of Photogrammetry and Remote Sensing

BotanyConvolutional Neural NetworksAgricultural EconomicsSemantic SegmentationGrapevine Berries

Automated image analysis framework for high-throughput determination of grapevine berry sizes using conditional random fields

Ribana Roscher, Katja Herzog, Annemarie Kunkel, +3

Computers and Electronics in Agriculture

Plant AnalysisPrecision AgricultureEngineeringBotanyGrapevine Berry +8

Can I Trust My One-Class Classification?

Benjamin Mack, Ribana Roscher, Björn Waske

Remote Sensing

Precision AgricultureEngineeringMachine LearningLand UseLand Cover +23

STAR: Spatio-temporal altimeter waveform retracking using sparse representation and conditional random fields

Ribana Roscher, Bernd Uebbing, Jürgen Kusche

Remote Sensing of Environment

RadarArray ProcessingStatistical Signal ProcessingSparse RepresentationEngineering +9

Incremental Import Vector Machines for Classifying Hyperspectral Data

Ribana Roscher, Björn Waske, Wolfgang Förstner

IEEE Transactions on Geoscience and Remote Sensing

Mapping raised bogs with an iterative one-class classification approach

Benjamin Mack, Ribana Roscher, Stefanie Stenzel, +3

ISPRS Journal of Photogrammetry and Remote Sensing

CartographyClassification MethodImage AnalysisMachine LearningData Science +8

Hyperspectral Plant Disease Forecasting Using Generative Adversarial Networks

A. Förster, Jens Behley, Jan Behmann, +1

Precision AgricultureEngineeringMachine LearningBotanyAgricultural Economics +20