WARP: Accurate retrieval of shapes using phase of Fourier descriptors and time warping distance

被引:129
作者
Bartolini, I
Ciaccia, P
Patella, M
机构
[1] Univ Bologna, DEIS, I-40136 Bologna, Italy
[2] IEIIT BO CNR, I-40136 Bologna, Italy
关键词
shape matching; Dynamic Time Warping distance; discrete Fourier transform;
D O I
10.1109/TPAMI.2005.21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Effective and efficient retrieval of similar shapes from large image databases is still a challenging problem in spite of the high relevance that shape information can have in describing image contents. In this paper, we propose a novel Fourier-based approach, called WARP, for matching and retrieving similar shapes. The unique characteristics of WARP are the exploitation of the phase of Fourier coefficients and the use of the Dynamic Time Warping ( DTW) distance to compare shape descriptors. While phase information provides a more accurate description of object boundaries than using only the amplitude of Fourier coefficients, the DTW distance permits us to accurately match images even in the presence of ( limited) phase shiftings. In terms of classical precision/recall measures, we experimentally demonstrate that WARP can gain, say, up to 35 percent in precision at a 20 percent recall level with respect to Fourier-based techniques that use neither phase nor DTW distance.
引用
收藏
页码:142 / 147
页数:6
相关论文
共 26 条
  • [1] ABBASI S, 1997, SQUID DEMO DATASET 1
  • [2] Ardizzoni S., 1999, Proceedings. Tenth International Workshop on Database and Expert Systems Applications. DEXA 99, P167, DOI 10.1109/DEXA.1999.795161
  • [3] BARTOLINI I, 2002, IEIITBO0302 CNR
  • [4] Shape matching and object recognition using shape contexts
    Belongie, S
    Malik, J
    Puzicha, J
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (04) : 509 - 522
  • [5] Berndt D.J., 1994, KDD WORKSHOP, P359, DOI DOI 10.5555/3000850.3000887
  • [6] Retrieval by Shape Similarity with Perceptual Distance and Effective Indexing
    Berretti, Stefano
    Del Bimbo, Alberto
    Pala, Pietro
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2000, 2 (04) : 225 - 239
  • [7] MPEG-7 visual shape descriptors
    Bober, M
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2001, 11 (06) : 716 - 719
  • [8] Ciaccia P, 1997, PROCEEDINGS OF THE TWENTY-THIRD INTERNATIONAL CONFERENCE ON VERY LARGE DATABASES, P426
  • [9] Searching in metric spaces with user-defined and approximate distances
    Ciaccia, P
    Patella, M
    [J]. ACM TRANSACTIONS ON DATABASE SYSTEMS, 2002, 27 (04): : 398 - 437
  • [10] Distance sets for shape filters and shape recognition
    Grigorescu, C
    Petkov, N
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (10) : 1274 - 1286