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I came to the same limitation once and I still don't know why it happened. Obviously OpenCV has problems with very large matrices.
A solution which solved my problem: Creating the space by yourself:
float data = new float[rows*cols]
and creat a new matrix-header on top of the float array:
cv::Mat1f blub(rows, cols, data)