7 citations · 7 across the 2 of their papers we have counts for
3 papers
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting
Martine Toering, Ioannis Gatopoulos, Maarten Stol +1
Instance-level contrastive learning techniques, which rely on data augmentation and a contrastive loss function, have found great success in the domain of visual representation lea…
Self-Supervised Variational Auto-Encoders
Ioannis Gatopoulos, Jakub M. Tomczak
Density estimation, compression and data generation are crucial tasks in artificial intelligence. Variational Auto-Encoders (VAEs) constitute a single framework to achieve these go…
Super-resolution Variational Auto-Encoders
Ioannis Gatopoulos, Maarten Stol, Jakub M. Tomczak
The framework of variational autoencoders (VAEs) provides a principled method for jointly learning latent-variable models and corresponding inference models. However, the main draw…