Compressed sensing by collaborative reconstruction on overcomplete dictionary

Leping Lin, Fang Liu, Licheng Jiao

Abstract: Highlights•Nonlocal similarity is introduced to CS by collaborative models for the first time.•A novel structured Ridgelet overcomplete dictionary is constructed for image blocks.•Two collaborative models based on the overcomplete dictionary are established.•A greedy pursuit algorithm of the collaborative reconstruction model is established.