105 citations · 115 across the 6 of their papers we have counts for
3 papers · 1 filter
Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation
Ronan Docherty, Antonis Vamvakeros, Samuel J. Cooper
The features of self-supervised vision transformers (ViTs) contain strong semantic and positional information relevant to downstream tasks like object localization and segmentation…
Prediction of microstructural representativity from a single image
Amir Dahari, Ronan Docherty, Steve Kench +1
In this study, we present a method for predicting the representativity of the phase fraction observed in a single image (2D or 3D) of a material. Traditional approaches often requi…
Materials science in the era of large language models: a perspective
Ge Lei, Ronan Docherty, Samuel J. Cooper
Large Language Models (LLMs) have garnered considerable interest due to their impressive natural language capabilities, which in conjunction with various emergent properties make t…