[Insight-users] who know the implementation of MI in ITK?
Karthik Krishnan
karthik.krishnan at kitware.com
Wed Jan 14 19:57:36 EST 2009
Which MI metric are you using Mattes or MutualInformationImageToImageMetric
?
In the very last line of the metric you will notice that it is negated. ie
the computed metric is H(x,y) - H(x) - H(y). Hence it is to be minimized
(maximizing the true definition of Mutual information).
The other metric (MutualInformationImageToImageMetric) will yield positive
values and needs to be maximized.
--
karthik
On Wed, Jan 14, 2009 at 5:08 PM, Dongfeng Han <handongfeng at gmail.com> wrote:
> hello
> I have read the guide book on page 452
>
> I(a,b) =H(a)+h(B)-H(a,b)
> because H(a,b)<=H(a)+h(b), so I(a,b)should be >=0;
> so , we should maximize the I(a,b) for registration.
> But my output for registration two 3d volume is like below. (the
> second column is the MI value)
> At each iteraton is decrease and the value is non-positive.
> It conflict with my analysis.
> so anybody can give me some suggestion?
> thanks
> 0 0 -0.271443 0
> 0 0 -0.286633 0
> 0 0 -0.286633 0.00620487
> 1 0 -0.300877 0.00620487
> 1 0 -0.300877 0.00304002
> 2 0 -0.307195 0.00304002
> 2 0 -0.307195 0.00132559
> 3 0 -0.223647 0.00132559
> 3 0 -0.300672 0.00132559
> 3 0 -0.308016 0.00132559
> 3 0 -0.308016 0.00116934
> 4 0 -0.28022 0.00116934
> 4 0 -0.307456 0.00116934
> 4 0 -0.308148 0.00116934
> 4 0 -0.308148 0.00112118
> 5 0 -0.305431 0.00112118
> 5 0 -0.308338 0.00112118
> 5 0 -0.307334 0.00112118
> 5 0 -0.308314 0.00112118
> 5 0 -0.308314 0.00107307
> 6 0 -0.276599 0.00107307
> 6 0 -0.307406 0.00107307
> 6 0 -0.308268 0.00107307
> 6 0 -0.30831 0.00107307
> 6 0 -0.308314 0.00107307
> 6 0 -0.308314 0.00107307
> 6 0 -0.308314 0.00107307
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--
Karthik Krishnan
R&D Engineer,
Kitware Inc.
Ph: 518 371 3971 x119
Fax: 518 371 3971
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