23 citations · 27 across the 2 of their papers we have counts for
3 papers
Harnessing Superclasses for Learning from Hierarchical Databases
Nicolas Urbani, Sylvain Rousseau, Yves Grandvalet +1
In many large-scale classification problems, classes are organized in a known hierarchy, typically represented as a tree expressing the inclusion of classes in superclasses. We int…
A Review of Benchmarks for Visual Defect Detection in the Manufacturing Industry
Philippe Carvalho, Alexandre Durupt, Yves Grandvalet
The field of industrial defect detection using machine learning and deep learning is a subject of active research. Datasets, also called benchmarks, are used to compare and assess…
An Efficient Approach to Sparse Linear Discriminant Analysis
Luis Francisco Sanchez Merchante, Yves Grandvalet, Gerrad Govaert
We present a novel approach to the formulation and the resolution of sparse Linear Discriminant Analysis (LDA). Our proposal, is based on penalized Optimal Scoring. It has an exact…