Subhadip Mukherjee

most citedA Split-and-Merge Dictionary Learning Algorithm for Sparse Representation

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

cs.CV2014

$ℓ_{1}$ -K-SVD: A Robust Dictionary Learning Algorithm With Simultaneous Update

Subhadip Mukherjee, Rupam Basu, Chandra Sekhar Seelamantula

We develop a dictionary learning algorithm by minimizing the $ℓ_{1}$ distortion metric on the data term, which is known to be robust for non-Gaussian noise contamination. The prop…

cs.LG2014★ 1 cited

A Split-and-Merge Dictionary Learning Algorithm for Sparse Representation

Subhadip Mukherjee, Chandra Sekhar Seelamantula

In big data image/video analytics, we encounter the problem of learning an overcomplete dictionary for sparse representation from a large training dataset, which can not be process…

ℓ1​-K-SVD: A Robust Dictionary Learning Algorithm With Simultaneous Update

A Split-and-Merge Dictionary Learning Algorithm for Sparse Representation

$ℓ_{1}$ -K-SVD: A Robust Dictionary Learning Algorithm With Simultaneous Update