Osama Makansi

Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction

Osama Makansi, Eddy Ilg, Özgün Çiçek et al. · 2019 · 189 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +18

On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors

Osama Makansi, Özgün Çiçek, Yassine Marrakchi et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 41 citations

Artificial Intelligence, Traffic Theory, Engineering +23

Modelling long-term thermal comfort conditions in urban environments using a deep convolutional encoder-decoder as a computational shortcut

Ferdinand Briegel, Osama Makansi, Thomas Brox et al. · Urban Climate · 2022 · 32 citations · Full text

Computational Shortcut, Engineering, Urban Modelling +29

Uncertainty Estimates and Multi-Hypotheses Networks for Optical Flow

Eddy Ilg, Özgün Çiçek, Silvio Galesso et al. · arXiv (Cornell University) · 2018 · 10 citations · Full text

Geometric Learning, Engineering, Machine Learning +19

Image retrieval outperforms diffusion models on data augmentation

Max F. Burg, Florian Wenzel, Dominik Zietlow et al. · arXiv (Cornell University) · 2023 · 10 citations · Full text