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This is because our method is initialized by saliency detection, which can filter out background stuff.
The proposed method is initialized by means of the SLIDE algorithm.
The method is initialized for i = 0 using the coarse estimates obtained from (32).
The CG method is initialized by some x0∈M and the descent direction H0:=−gradf(x0)given by the Riemannian gradient.
The mixture estimation method is initialized with K=5 random DTrees (or multivariate Gaussians).
Then for any parameter vector K ≠ K0, the Newton's method is initialized by x e (K0) and the iteration is performed to achieve x e (K).
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This method was initialized using the same initialization scheme we used for the BW-BE methods.
The five methods are initialized with the same piecewise constant function (0 and 1).
Kumar et al. [10] illustrate an on-the-fly hand detection training method which is initialized by a calibration gesture performed by the user.
In the first iteration of BIRLS method, the weight matrix is initialized to the identity matrix which means a regular LS is applied.
In the first column of Figure 3, we initialize piecewise constant function (0 and 1) for all methods except GDEWRM, which is initialized with a SDF.
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