A fast and efficient fuzzy approximation-based indexing for CBIR
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| 003 | CHVBK | ||
| 005 | 20210128100131.0 | ||
| 007 | cr unu---uuuuu | ||
| 008 | 210128e20150701xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s11042-013-1820-2 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s11042-013-1820-2 | ||
| 245 | 0 | 2 | |a A fast and efficient fuzzy approximation-based indexing for CBIR |h [Elektronische Daten] |c [Imane Daoudi, Khalid Idrissi] |
| 520 | 3 | |a Crisp index structures introduce the problem of having sharp decision boundaries which may not be found in the real life clustering problems. In real world, specifically in the CBIR context, each data may not be fully assigned to one cluster and it may partially belong to other clusters, as opposed to the crisp index structures which fully affect data to clusters according to their proximity in terms of distance in the high-dimensional vector space. Based on kernel-fuzzy C-means clustering (KFCM) mechanism, this paper presents a fast and efficient index structure to support high-dimensional indexing for both crisp and fuzzy data. The proposed index structure offers a number of advantages such as a compact and efficient fuzzy data clustering. The experimental study demonstrates the efficiency and effectiveness of our method. | |
| 540 | |a Springer Science+Business Media New York, 2014 | ||
| 690 | 7 | |a High-dimensional vector space |2 nationallicence | |
| 690 | 7 | |a CBIR |2 nationallicence | |
| 690 | 7 | |a Fuzzy clustering |2 nationallicence | |
| 690 | 7 | |a Approximation-based indexing |2 nationallicence | |
| 690 | 7 | |a K-NN search |2 nationallicence | |
| 700 | 1 | |a Daoudi |D Imane |u Université Hassan II Ain Chock, ENSEM de Casablanca, LISER/GREENTIC, BP 8118 Oasis Maroc, Casablanca, Morroco |4 aut | |
| 700 | 1 | |a Idrissi |D Khalid |u Université de Lyon, CNRS, INSA de Lyon, LIRIS, UMR5205, 69621, Lyon, France |4 aut | |
| 773 | 0 | |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/13(2015-07-01), 4507-4533 |x 1380-7501 |q 74:13<4507 |1 2015 |2 74 |o 11042 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s11042-013-1820-2 |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s11042-013-1820-2 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Daoudi |D Imane |u Université Hassan II Ain Chock, ENSEM de Casablanca, LISER/GREENTIC, BP 8118 Oasis Maroc, Casablanca, Morroco |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Idrissi |D Khalid |u Université de Lyon, CNRS, INSA de Lyon, LIRIS, UMR5205, 69621, Lyon, France |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/13(2015-07-01), 4507-4533 |x 1380-7501 |q 74:13<4507 |1 2015 |2 74 |o 11042 | ||