9 citations · 21 across the 9 of their papers we have counts for
3 papers · 1 filter
Towards a Hypothesis on Visual Transformation based Self-Supervision
Dipan K. Pal, Sreena Nallamothu, Marios Savvides
We propose the first qualitative hypothesis characterizing the behavior of visual transformation based self-supervision, called the VTSS hypothesis. Given a dataset upon which a se…
Learning Non-Parametric Invariances from Data with Permanent Random Connectomes
Dipan K. Pal, Akshay Chawla, Marios Savvides
One of the fundamental problems in supervised classification and in machine learning in general, is the modelling of non-parametric invariances that exist in data. Most prior art h…
Proximal Splitting Networks for Image Restoration
Raied Aljadaany, Dipan K. Pal, Marios Savvides
Image restoration problems are typically ill-posed requiring the design of suitable priors. These priors are typically hand-designed and are fully instantiated throughout the proce…