Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification

no code implementations • 11 Dec 2019 • Vanika Singhal, Hemant K. Aggarwal, Snigdha Tariyal, Angshul Majumdar

This work proposes a new framework for deep learning that has been particularly tailored for hyperspectral image classification.

Classification Dictionary Learning +2

Label Consistent Transform Learning for Hyperspectral Image Classification

no code implementations • 11 Dec 2019 • Jyoti Maggu, Hemant K. Aggarwal, Angshul Majumdar

This work proposes a new image analysis tool called Label Consistent Transform Learning (LCTL).

Classification General Classification +2

Model-based free-breathing cardiac MRI reconstruction using deep learned \& STORM priors: MoDL-STORM

no code implementations • 10 Jul 2018 • Sampurna Biswas, Hemant K. Aggarwal, Sunrita Poddar, Mathews Jacob

We introduce a model-based reconstruction framework with deep learned (DL) and smoothness regularization on manifolds (STORM) priors to recover free breathing and ungated (FBU) cardiac MRI from highly undersampled measurements.

MRI Reconstruction