KNN Matting
Citations
[...]
353 citations
240 citations
Cites methods from "KNN Matting"
...Then we compute mattes using closed-form matting [1] and KNN matting [2]....
[...]
...Image matting techniques [1,2] require users specify foreground and background color samples with strokes or trimaps as shown in Fig....
[...]
235 citations
209 citations
Cites background or methods from "KNN Matting"
...Alpha propagation based matting methods [10, 15, 6, 8, 2] assume that neighboring pixels are correlated under some image statistics and use their affinities to propagate alpha values of known regions toward unknown ones....
[...]
...The assumptions of large kernels by [8] and local color line of [10] are relaxed in KNN matting [2] using nonlocal principles and K nearest neighbors....
[...]
201 citations
References
2,934 citations
1,851 citations
985 citations
"KNN Matting" refers background in this paper
...This compositing equation takes a general form when there are n & 2 layers: I ¼ Xn i¼1 !iFi; Xn i¼1 !i ¼ 1: ð2Þ We are interested in solving the general alpha matting problem for extracting multiple image layers simultaneously with sparse user markups, where such markups may fail approaches…...
[...]
876 citations
"KNN Matting" refers background or methods in this paper
...…general form when there are n & 2 layers: I ¼ Xn i¼1 !iFi; Xn i¼1 !i ¼ 1: ð2Þ We are interested in solving the general alpha matting problem for extracting multiple image layers simultaneously with sparse user markups, where such markups may fail approaches requiring reliable color samples to work....
[...]
...Experimental evaluation on this benchmark dataset indicates that our matting approach is competitive in quality of results with acceptable speed....
[...]
...Index Terms—Natural image matting, layer extraction Ç...
[...]
...Inspired by nonlocal matting [12] and sharing the mathematical properties of nonlocal denoising [2], our approach capitalizes on K nearest neighbors (KNN) searching in the feature space for matching, and uses an improved matching metric to achieve good results with a simpler algorithm than [12]....
[...]
763 citations
"KNN Matting" refers methods in this paper
...We perform qualitative and quantitative comparisons to demonstrate the accuracy of the extracted image layers....
[...]
...Inspired by nonlocal matting [12] and sharing the mathematical properties of nonlocal denoising [2], our approach capitalizes on K nearest neighbors (KNN) searching in the feature space for matching, and uses an improved matching metric to achieve good results with a simpler algorithm than [12]....
[...]