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Author:

Duan, LJ (Duan, LJ.) (Scholars:段立娟) | Gao, W (Gao, W.) | Zeng, W (Zeng, W.) (Scholars:曾薇) | Zhao, DB (Zhao, DB.)

Indexed by:

EI Scopus SCIE

Abstract:

Relevance feedback can be considered as a Bayesian classification problem. For retrieving images efficiently, an adaptive relevance feedback approach based on the Bayesian inference, rich get richer (RGR), is proposed. If the feedback images in current iteration are consistent with the previous ones, the images that are similar to the query target are assigned to high probabilities. Therefore, the images that are similar to the user's ideal target are emphasized step by step. The experiments showed that the average precision of RGR improves 5-20% on each interaction compared with non-RGR. When compared with MARS, the proposed approach greatly reduces the user's efforts for composing a query and captures user's intention efficiently. (C) 2004 Elsevier B.V. All rights reserved.

Keyword:

image retrieval relevance feedback Bayesian inference

Author Community:

  • [ 1 ] Beijing Univ Technol, Coll Comp Sci, Beijing 100022, Peoples R China
  • [ 2 ] Chinese Acad Sci, Comp Technol Inst, Beijing 100080, Peoples R China
  • [ 3 ] Harbin Inst Technol, Dept Comp Sci, Harbin 150001, Peoples R China

Reprint Author's Address:

  • 段立娟

    [Duan, LJ]Beijing Univ Technol, Coll Comp Sci, Beijing 100022, Peoples R China

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Source :

SIGNAL PROCESSING

ISSN: 0165-1684

Year: 2005

Issue: 2

Volume: 85

Page: 395-399

4 . 4 0 0

JCR@2022

ESI Discipline: ENGINEERING;

JCR Journal Grade:3

Cited Count:

WoS CC Cited Count: 13

SCOPUS Cited Count: 21

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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