Research Article

Large Scale Near-Duplicate Celebrity Web Images Retrieval Using Visual and Textual Features

Table 3

The Image alterations related to each category of near-duplicates.

Near-duplicate categoryAlterations

Major duplicateTypical image alterations include adding logos or inserting texts, changes of pixel color vectors, color space, file format, or pixel luminance intensities, and some geometric transforms such as scaling, mirroring, and rotation.
Partial duplicateAlterations undergone commonly include cropping, pasting an image to overlay a part of another, zooming, and adding border,
Scene-object duplicatesSharing the same scene or undergone object-class variability. Variations between near duplicate images of this category are often caused by alterations such as viewpoint changes, partial occlusion, and differences in (intrinsic/extrinsic) camera parameters.