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Posts
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.
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.
portfolio
Portfolio item number 1
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Portfolio item number 2
Short description of portfolio item number 2
publications
Topo Sampler
Published in accepted for NeurIPS 2020 Workshop TDA and Beyond as Spotlight presentation., 2020
A Topology Constrained Noise Sampling for GANs
Download here
DARecNet-BS
Published in accepted for IEEE Geoscience and Remote Sensing Letters (3.833 Impact Factor), 2020
Unsupervised Dual Attention Reconstruction Network for Hyperspectral Band Selection.
Download here
talks
Rethinking Earth Observation using Computer Vision Approaches
slides are available here
Satellite Imagery meets Computer Vision
slides are available here
Pneumothorax Segmentation using Hypercolumns
slides are available here
Point Target Analysis and Detection of Moving Targets in SAR Images
slides are available here
Computer Vision meets Remote Sensing
slides are available here
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.