Title :
Adaptive matching scan algorithm based on gradient magnitude for fast full search in motion estimation
Author :
Kim, Jong-Nam ; Choi, Tae-Sun
Author_Institution :
Dept. of Mech., K-JIST, Kwangju, South Korea
fDate :
8/1/1999 12:00:00 AM
Abstract :
Block-based full search algorithm of motion estimation has a major drawback of significant computational load in video coding. Due to this problem, extensive research in fast motion estimation algorithms has been carried out. To reduce an amount of significant computation of the full search algorithm, we propose a fast block-matching algorithm based on gradient magnitude of the reference block without any degradation of the predicted image. By using Taylor series expansion, we show that the block matching errors between reference block and candidate block are proportional to the gradient magnitude of matching block. With the derived result, we propose fast full search algorithm with adaptively determined scan direction in the block matching. Experimentally, our proposed algorithm is very efficient in terms of computational speedup and is fastest among all the conventional full search algorithms. Therefore, our algorithm is useful in VLSI implementation of a video encoder with a large search range
Keywords :
VLSI; adaptive signal processing; error analysis; gradient methods; image matching; motion estimation; search problems; series (mathematics); video coding; Taylor series expansion; VLSI implementation; adaptive matching scan algorithm; adaptively determined scan direction; block matching errors; block-based full search algorithm; candidate block; computational load; computational speedup; fast block-matching algorithm; fast full search algorithm; fast motion estimation algorithms; gradient magnitude; large search range; predicted image; reference block; video coding; video encoder; Computational complexity; Deformable models; Degradation; Image motion analysis; Motion analysis; Motion estimation; Spatial resolution; Taylor series; Very large scale integration; Video coding;
Journal_Title :
Consumer Electronics, IEEE Transactions on