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Okay, I got it myself!

For someone interested, the default values of the parameters for BriskFeatureDetector i.e octaves = 3 and thres = 30 doesn't gave me keypoints at all. But when I change the octaves = 0 as shown in the original author's demo to use AGAST detector of Brisk, it gave me a considerable amount of keypoints.

Thanks and enjoy!