General Data Analytics with Applications to Visual Information Analysis: A Provable Backward-Compatible Semisimple Paradigm over T-Algebra

1 code implementation • 31 Oct 2020 • Liang Liao, Stephen John Maybank

We consider a novel backward-compatible paradigm of general data analytics over a recently-reported semisimple algebra (called t-algebra).

Knowledge Distillation: A Survey

no code implementations • 9 Jun 2020 • Jianping Gou, Baosheng Yu, Stephen John Maybank, DaCheng Tao

To this end, a variety of model compression and acceleration techniques have been developed.

Knowledge Distillation Model Compression +2

Intrinsic Dimension Estimation via Nearest Constrained Subspace Classifier

no code implementations • 8 Feb 2020 • Liang Liao, Stephen John Maybank

We consider the problems of classification and intrinsic dimension estimation on image data.

Classification General Classification

Generalized Visual Information Analysis via Tensorial Algebra

1 code implementation • 31 Jan 2020 • Liang Liao, Stephen John Maybank

Higher order data is modeled using matrices whose entries are numerical arrays of a fixed size.