如何使用逻辑索引MATLAB获取3d矩阵中每个切片中某些区域的平均值

Q_1.0 发表于 Dev

Q_1.0

在Matlab中

如果我有一个如下的3d矩阵，我想知道每个切片中值大于5的区域的平均值。我如何使用逻辑索引来做到这一点，请不要循环？

我想以3 x 1的数组结尾，每个元素表示其对应切片中区域的平均值。

m3d = randi(10,[3,3,3])

m3d（：，：，1）=

 7     7     8
 1     9     8
 9     7     6

m3d（：，：，2）=

10    10     5
 9     7     8
 5     3     3

m3d（：，：，3）=

 9     7     5
 4     1     9
 5     9     1

获取索引

3d_index = m3d > 5;

我的决赛

result = mean(m3d(3d_index));

在那我不想有所有地区的平均值

迪卡卡

一种方法-

%// 3d mask of elements greater than 5
mask = m3d>5

%// Sum of all elements greater than 5 in each slice
sumvals = sum(reshape(m3d.*mask,[],size(m3d,3)))

%// Count of elements great than 5 in each slice
counts = sum(reshape(mask,[],size(m3d,3)))

%// Final output of mean values for the regions with >5 only
out = sumvals./counts

标杆管理

这是一些运行时测试，以查看所有已发布方法的立场。对于测试，我们采用大小1500 x 1500 x 100为interval的随机3D数组[1,255]。基准测试代码如下：

m3d = randi(255,1500,1500,100); %// Input 3D array

%// Warm up tic/toc.
for k = 1:50000
    tic(); elapsed = toc();
end

disp('------------------------ With SUMMING and COUNTING ')
tic
%// .... Proposed approach in this solution
toc, clear out counts sumvals mask

disp('------------------------ With FOR-LOOP ')
tic
N   = size(m3d, 3);
out = zeros(N, 1);
for k = 1:size(m3d,3)
        val    = m3d(:,:,k);
        lix    = val>5;
        out(k) = mean(val(lix));
end;
toc, clear out lix val k N

disp('----------------------- With ACCUMARRAY')
tic
ind = m3d>5;
result = accumarray(ceil(find(ind)/size(m3d,1)/size(m3d,2)), m3d(ind), [], @mean);
toc, clear ind result

disp('----------------------- With NANMEAN')
tic
m3d(m3d<5) = NaN; %// Please note: This is a bad practice to change input
out = nanmean(nanmean(m3d,1),2);
toc

运行时间

------------------------ With SUMMING and COUNTING 
Elapsed time is 0.904139 seconds.
------------------------ With FOR-LOOP 
Elapsed time is 2.321151 seconds.
----------------------- With ACCUMARRAY
Elapsed time is 4.350005 seconds.
----------------------- With NANMEAN
Elapsed time is 1.827613 seconds.

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