On the relevance of sparsity for image classification ?
We investigate the role of sparsity in unsupervised filter learning. We consider the image categorization and pixel classication tasks. We show that sparsity constraints are not needed at run-time. This significantly reduces the time required to compute an image descriptor.
image categorization image descriptors sparse representations pixel classification