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SIFT (Scale-Invariant Feature Transform)

Definition

A keypoint detection and description algorithm that extracts local feature descriptors invariant to scale, rotation, and partial illumination change, enabling matching of corresponding regions across geometric transformations.

Related terms

Affine transform estimation
The recovery of the geometric transformation (rotation, scaling, shear) relating a copied region to its source, using matched keypoint pairs. Geometrically consistent...
Chromatic aberration
Colour fringing at high-contrast edges caused by differential refraction of light wavelengths by a lens. The pattern is lens-specific and inconsistent across...
Copy-move forgery
A manipulation that clones a region from within the same image and pastes it elsewhere, typically to hide an object or repeat...
Noiseprint
A CNN-based camera-model fingerprint extractor by Cozzolino and Verdoliva. Applied to deepfakes, it reveals inconsistency between the camera fingerprint in the genuine...
Splicing
A manipulation that inserts content from a completely different source image into the target, producing a composite that may look coherent but...

Explained in

  • Copy-Move and Splicing DetectionA keypoint detection and description algorithm that extracts local feature descriptors invariant to scale, rotation, and partial illumination change, enabling...

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