Title :
Multi-view free-form 3-D object retrieval with incomplete data
Author :
Mokhtarian, Farzin ; Abbasi, Sadegh
Author_Institution :
Dept. of Electron. & Electr. Eng., Surrey Univ., Guildford, UK
Abstract :
This paper describes a novel approach to multi-view 3D object retrieval. To represent each view of the object, its edge contours are extracted at different levels of scale. Each edge contour, in turn, is segmented by its curvature zero crossing points in a multi-scale fashion. This procedure is carried out using the curvature scale space technique which has been selected for MPEG-7 standardisation. A number of features are then computed for each segment of each edge contour. The image is finally represented by the locations of its segments and the values of their associated features. In response to an input query, geometric hashing is first used to find the best locally matched candidates for the verification stage where the goal is to measure the distance between the input query edge contours and the corresponding model contours after applying a proper transformation. The measurement is then optimised and used as the match value. The method has been successfully tested on a collection of 3D objects consisting of 15 aircraft of different shapes
Keywords :
content-based retrieval; edge detection; feature extraction; image matching; image representation; image resolution; image retrieval; image segmentation; visual databases; 3D object retrieval; MPEG-7 standardisation; curvature scale space; curvature zero crossing points; edge contour extraction; feature extraction; geometric hashing; image matching; image query; image representation; image segmentation; incomplete data; multi-scale procedure; multi-view object retrieval; Data mining; Detectors; Filters; Image edge detection; Image segmentation; Information retrieval; MPEG 7 Standard; Shape; Smoothing methods; Speech processing;
Conference_Titel :
Multimedia Signal Processing, 2001 IEEE Fourth Workshop on
Conference_Location :
Cannes
Print_ISBN :
0-7803-7025-2
DOI :
10.1109/MMSP.2001.962748