Adaptive Switching Non-local Filter for the Restoration of Salt and Pepper Impulse-Corrupted Digital Images

作者：Varghese Justin^*; Tairan Nasser; Subash Saudia

来源：ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2015, 40(11): 3233-3246.

DOI：10.1007/s13369-015-1799-2

• Impulse noise
• Median filter
• Adaptive filter
• Image restoration
• Nonlinear filter

The paper presents an effective nonlinear adaptive switching non-local filter for the restoration of impulse-corrupted digital images by using distinct impulse detection and correction stages. The correction scheme of the filter adaptively switches between details-preserving non-local mode and signal restoration-based local mode to facilitate high fidelity in the restored image. The non-local filtering operation replaces impulses with a remote pixel that better suits the local image conditions. The algorithm works in this non-local mode only when there are sufficient uncorrupted pixels in the local neighborhood of the corrupted pixel to be replaced. Otherwise, the algorithm replaces impulsive pixels with the median of the uncorrupted pixels from the local neighborhood. Experimental results from various impulse noise levels support the improved performance of the proposed algorithm over other algorithms both subjectively and objectively.

• 出版日期2015-11