Title :
Affine invariant features from the trace transform
Author :
Petrou, Maria ; Kadyrov, Alexander
Author_Institution :
Sch. of Electron. & Phys. Sci., Surrey Univ., Guildford, UK
Abstract :
The trace transform is a generalization of the Radon transform that allows one to construct image features that are invariant to a chosen group of image transformations. In this paper, we propose a methodology and appropriate functionals that can be computed from the image function and which can be used to calculate features invariant to the group of affine transforms. We demonstrate the usefulness of the constructed image descriptors in retrieving images from an image database and compare it with relevant state-of-the-art object retrieval methods.
Keywords :
Radon transforms; feature extraction; image retrieval; visual databases; Radon transform generalization; affine invariant features; affine transforms; feature extraction; image database; image function; image retrieval; image transformations; object retrieval methods; trace transform; Computer vision; Fractals; Humans; Image analysis; Image databases; Image retrieval; Information retrieval; Machine vision; Object recognition; Shape; Algorithms; Animals; Artificial Intelligence; Cluster Analysis; Computer Graphics; Computer Simulation; Databases, Factual; Fishes; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.2004.1261077