Jakob Gawlikowski

A survey of uncertainty in deep neural networks

Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali et al. · Artificial Intelligence Review · 2023 · 1K citations · Full text

Engineering, Machine Learning, Neural Networks (Machine Learning) +18

A Survey of Uncertainty in Deep Neural Networks

Jakob Gawlikowski, Cedrique Rovile Njieutcheu Tassi, Mohsin Ali et al. · arXiv (Cornell University) · 2021 · 242 citations · Full text

Deep Neural Networks, Engineering, Machine Learning +14

An Advanced Dirichlet Prior Network for Out-of-Distribution Detection in Remote Sensing

Jakob Gawlikowski, Sudipan Saha, Anna Kruspe et al. · IEEE Transactions on Geoscience and Remote Sensing · 2022 · 53 citations · Full text

Geometric Learning, Convolutional Neural Network, Engineering +23

Explaining the Effects of Clouds on Remote Sensing Scene Classification

Jakob Gawlikowski, Patrick Ebel, Michael Schmitt et al. · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · 2022 · 35 citations · Full text

Earth Observation, Engineering, Machine Learning +20

Leveraging Graph and Deep Learning Uncertainties to Detect Anomalous Maritime Trajectories

Sandeep Kumar Singh, Jaya Shradha Fowdur, Jakob Gawlikowski et al. · IEEE Transactions on Intelligent Transportation Systems · 2022 · 29 citations

Anomaly Detection, Ship Maneuvering, Machine Learning +19