70 citations · 70 across the 2 of their papers we have counts for
4 papers · 1 filter
Discovering Class-Specific GAN Controls for Semantic Image Synthesis
Edgar Schönfeld, Julio Borges, Vadim Sushko +2
Prior work has extensively studied the latent space structure of GANs for unconditional image synthesis, enabling global editing of generated images by the unsupervised discovery o…
You Only Need Adversarial Supervision for Semantic Image Synthesis
Vadim Sushko, Edgar Schönfeld, Dan Zhang +3
Despite their recent successes, GAN models for semantic image synthesis still suffer from poor image quality when trained with only adversarial supervision. Historically, additiona…
A U-Net Based Discriminator for Generative Adversarial Networks
Edgar Schönfeld, Bernt Schiele, Anna Khoreva
Among the major remaining challenges for generative adversarial networks (GANs) is the capacity to synthesize globally and locally coherent images with object shapes and textures i…
Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders
Edgar Schönfeld, Sayna Ebrahimi, Samarth Sinha +2
Many approaches in generalized zero-shot learning rely on cross-modal mapping between the image feature space and the class embedding space. As labeled images are expensive, one di…