Segmentation in Style: Unsupervised Semantic Image Segmentation with StyleGAN
Published:
This paper introduces an unsupervised method to generate masks(ðŸŽ) for facial datasets (😀) without any human annotations involved.
Blog posts
2022
2021
SDEdit: Image Synthesis and Editing with Stochastic Differential Equations
Published:
SDEdit is an image synthesis and editing framework based on stochastic differential equations (SDEs). SDEdit allows stroke-based image synthesis, stroke-based image editing and image compositing without task specific optimization.
Pivotal Tuning for Latent-based editing of Real Images
Published:
An interesting method has come up that edits facial attributes, without allowing the loss of tattoos and pimples. This report will be a journey through this paper.
THE GEOMETRY OF DEEP GENERATIVE IMAGE MODELS AND ITS APPLICATIONS
Published:
This paper aims to make GAN inversion and interpretability possible. Through the lens of differential geometry, the authors propose that the metric tensor has various interpretability properties – by realising it as the Hessian matrix of the distance metric.
Score Based Generative Modeling Techniques
Published:
This report presents and summarizes the latest developments in Score based generative models – with a goal to enable better understanding of existing approaches, new sampling algorithms, exact likelihood computation and conditional generation abilties to the family of score based generative models.