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Author
Yunchao Gong; Svetlana Lazebnik; Albert Gordo; Florent Perronnin
Title
Iterative quantization: A procrustean approach to learning binary codes for Large-Scale Image Retrieval
Type
Journal Article
Year
2012
Publication
IEEE Transactions on Pattern Analysis and Machine Intelligence
Abbreviated Journal
TPAMI
Volume
35
Issue
12
Pages
2916-2929
Keywords
Abstract
This paper addresses the problem of learning similarity-preserving binary codes for efficient similarity search in large-scale image collections. We formulate this problem in terms of finding a rotation of zero-centered data so as to minimize the quantization error of mapping this data to the vertices of a zero-centered binary hypercube, and propose a simple and efficient alternating minimization algorithm to accomplish this task. This algorithm, dubbed iterative quantization (ITQ), has connections to multi-class spectral clustering and to the orthogonal Procrustes problem, and it can be used both with unsupervised data embeddings such as PCA and supervised embeddings such as canonical correlation analysis (CCA). The resulting binary codes significantly outperform several other state-of-the-art methods. We also show that further performance improvements can result from transforming the data with a nonlinear kernel mapping prior to PCA or CCA. Finally, we demonstrate an application of ITQ to learning binary attributes or “classemes” on the ImageNet dataset.
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
0162-8828
ISBN
978-1-4577-0394-2
Medium
Area
Expedition
Conference
Notes
DAG
Approved
no
Call Number
Admin @ si @ GLG 2012b
Serial
2008
Permanent link to this record
Author
Gemma Sanchez; Josep Llados; K. Tombre
Title
A mean string algorithm to compute the average among a set of 2D shapes
Type
Journal Article
Year
2002
Publication
Pattern Recognition Letters
Abbreviated Journal
PRL
Volume
23
Issue
1-3
Pages
203–214
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
DAG; IF: 0.409
Approved
no
Call Number
DAG @ dag @ SLT2002
Serial
275
Permanent link to this record
Author
Josep Llados; Gemma Sanchez
Title
Graph Matching vs. Graph Parsing in Graphics Recognition: A Combined Approach
Type
Journal
Year
2004
Publication
International Journal of Pattern Recognition and Artificial Intelligence
Abbreviated Journal
IJPRAI
Volume
18
Issue
3
Pages
455–473
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
DAG; IF: 0.588
Approved
no
Call Number
DAG @ dag @ LlS2004
Serial
445
Permanent link to this record
Author
Antonio Lopez; Ernest Valveny; Juan J. Villanueva
Title
Real-time quality control of surgical material packaging by artificial vision
Type
Journal Article
Year
2005
Publication
Assembly Automation
Abbreviated Journal
Volume
25
Issue
3
Pages
Keywords
Abstract
IF: 0.061)
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
ADAS;DAG
Approved
no
Call Number
ADAS @ adas @ LVV2005
Serial
552
Permanent link to this record
Author
Oriol Ramos Terrades; Ernest Valveny
Title
A new use of the ridgelets transform for describing linear singularities in images
Type
Journal Article
Year
2006
Publication
Pattern Recognition Letters
Abbreviated Journal
PRL
Volume
27
Issue
6
Pages
587–596
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
DAG
Approved
no
Call Number
DAG @ dag @ RaV2006a
Serial
635
Permanent link to this record
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