Edgar Schönfeld

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I am a PhD student in Machine Learning and Computer Vision at the Bosch Center for AI and Saarland University in Germany, advised by Anna Khoreva and Bernt Schiele. Previously, I graduated with a Master’s degree in Artificial Intelligence from the University of Amsterdam and a Bachelor’s degree in Nanobiology from Delft Technical University.

My primary research interest is controllable image synthesis, but I am also curious about out-of-distribution generalization, zero-shot generalization, compositionality and causality.


Publications

  1. ICLR
    You Only Need Adversarial Supervision for Semantic Image Synthesis
    Schönfeld, Edgar, Sushko, Vadim, Zhang, Dan, Gall, Juergen, Schiele, Bernt, and Khoreva, Anna
    In International Conference on Learning Representations 2021
  1. CVPR
    A U-Net Based Discriminator for Generative Adversarial Networks
    Schönfeld, Edgar, Schiele, Bernt, and Khoreva, Anna
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition 2020
  2. ECCV workshop
    3D Noise and Adversarial Supervision Is All You Need for Multi-modal Semantic Image Synthesis
    Sushko, Vadim,  Schönfeld, Edgar, Zhang, Dan, Gall, Jürgen, Schiele, Bernt, and Khoreva, Anna
    In European Conference on Computer Vision 2020
  1. CVPR
    Generalized zero-and few-shot learning via aligned variational autoencoders
    Schönfeld, Edgar, Ebrahimi, Sayna, Sinha, Samarth, Darrell, Trevor, and Akata, Zeynep
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition 2019
  2. The Prostate
    Ex vivo treatment of prostate tumor tissue recapitulates in vivo therapy response
    Zhang, Wenhao, Weerden, Wytske M, Ridder, Corrina MA, Erkens-Schulze, Sigrun,  Schönfeld, Edgar, Meijer, Titia G, Kanaar, Roland, Gent, Dik C, and Nonnekens, Julie
    The Prostate 2019
  3. CVPR workshop
    Cross-Linked Variational Autoencoders for Generalized Zero-Shot Learning
    Schönfeld, Edgar, Ebrahimi, Sayna, Sinha, Samarth, Darrell, Trevor, and Akata, Zeynep
    2019
  4. CVPR workshop
    Generalized zero-shot learning via aligned variational autoencoders
    Schönfeld, Edgar, Ebrahimi, Sayna, Sinha, Samarth, Darrell, Trevor, and Akata, Zeynep
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops 2019