1 code implementation • 18 Jun 2021 • Martine Toering, Ioannis Gatopoulos, Maarten Stol, Vincent Tao Hu
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 learning.
Ranked #3 on Self-supervised Video Retrieval on HMDB51
1 code implementation • 5 Oct 2020 • Ioannis Gatopoulos, Jakub M. Tomczak
Density estimation, compression and data generation are crucial tasks in artificial intelligence.
1 code implementation • 9 Jun 2020 • 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.
Ranked #62 on Image Generation on CIFAR-10 (bits/dimension metric)