Modelling long-term thermal comfort conditions in urban environments using a deep convolutional encoder-decoder as a computational shortcut von Briegel, Ferdinand, Makansi, Osama, Brox, Thomas, Matzarakis, Andreas, Christen, Andreas

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Fighting Class Imbalance with Contrastive Learning von Marrakchi, Yassine, Makansi, Osama, Brox, Thomas

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Uncertainty Estimates and Multi-hypotheses Networks for Optical Flow von Ilg, Eddy, Çiçek, Özgün, Galesso, Silvio, Klein, Aaron, Makansi, Osama, Hutter, Frank, Brox, Thomas

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End-to-End Learning of Video Super-Resolution with Motion Compensation von Makansi, Osama, Ilg, Eddy, Brox, Thomas

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Image retrieval outperforms diffusion models on data augmentation von Burg, Max F, Wenzel, Florian, Zietlow, Dominik, Horn, Max, Makansi, Osama, Locatello, Francesco, Russell, Chris

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On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors von Makansi, Osama, Cicek, Özgün, Marrakchi, Yassine, Brox, Thomas

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Mixture distribution estimation for future prediction von Ilg, Eddy, Brox, Thomas, Makansi, Osama, Cicek, Özgün

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Multimodal Future Localization and Emergence Prediction for Objects in Egocentric View with a Reachability Prior von Makansi, Osama, Cicek, Özgün, Buchicchio, Kevin, Brox, Thomas

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Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction von Makansi, Osama, Ilg, Eddy, Cicek, Özgün, Brox, Thomas

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FusionNet and AugmentedFlowNet: Selective Proxy Ground Truth for Training on Unlabeled Images von Makansi, Osama, Ilg, Eddy, Brox, Thomas

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You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction von Makansi, Osama, von Kügelgen, Julius, Locatello, Francesco, Gehler, Peter, Janzing, Dominik, Brox, Thomas, Schölkopf, Bernhard

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End-to-End Learning of Video Super-Resolution with Motion Compensation von Makansi, Osama, Ilg, Eddy, Brox, Thomas

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GENERATING IMAGES OF SYNTHESIZED BODIES WEARING A GARMENT von Davis, Larry, Khosrowsalafi, Nina Mitra, Agrawal, Amit Kumar, Makansi, Osama, Vorobiov, Oleksandr, Heron, Nicolas

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GENERATING IMAGES OF SYNTHESIZED BODIES WEARING A GARMENT von AGRAWAL, Amit Kumar, MAKANSI, Osama, DAVIS, Larry, KHOSROWSALAFI, Nina Mitra, HERON, Nicolas, VOROBIOV, Oleksandr

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MIXTURE DISTRIBUTION ESTIMATION FOR FUTURE PREDICTION von MAKANSI, Osama, BROX, Thomas, ILG, Eddy, CICEK, Özgün

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MIXTURE DISTRIBUTION ESTIMATION FOR FUTURE PREDICTION von MAKANSI, Osama, BROX, Thomas, ILG, Eddy, CICEK, Özgün

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Image retrieval outperforms diffusion models on data augmentation von Burg, Max F, Wenzel, Florian, Zietlow, Dominik, Horn, Max, Makansi, Osama, Locatello, Francesco, Russell, Chris

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COMPUTER-IMPLEMENTED METHOD FOR MULTIMODAL EGOCENTRIC FUTURE PREDICTION von MAKANSI, Osama, BROX, Thomas, ABAD, Frédéric, BUCHICCHIO, Kévin, ÖZGÜN, Cicek, BENDAHAN, Rémy

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On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors von Makansi, Osama, Cicek, Özgün, Marrakchi, Yassine, Brox, Thomas

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COMPUTER-IMPLEMENTED METHOD FOR MULTIMODAL EGOCENTRIC FUTURE PREDICTION von MAKANSI, Osama, BROX, Thomas, ABAD, Frédéric, BUCHICCHIO, Kévin, ÖZGÜN, Cicek, BENDAHAN, Rémy

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