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See the following references for accurate information:

• Distinctive Image Features from Scale-Invariant Keypoints, SIFT paper
• The SIFT (Scale Invariant Feature Transform) Detector and Descriptor, Washington course
• SIFT detector and descriptor, VLFeat library

And the following images:

Descriptors are computed with respect to a dominant keypoint orientation.