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how do I train SVM on images with different aspect ratios?

Can the SVM work on data with different dimensions? (using OpenCV's svm or libsvm) If the images have different size, I can resize to a standard value. But if they have different aspect ratios, it seems not to make sense to resize without keeping the original aspect ratio. Or shall I pad them with zeros to make them have the same aspect ratio?