Visual information retrieval using Java and Lire:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
San Rafael
Morgan & Claypool
2013
|
| Schriftenreihe: | Synthesis lectures on information concepts, retrieval, and services
25 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XV, 96 S. Ill. |
| ISBN: | 9781608459186 |
Internformat
MARC
| LEADER | 00000nam a2200000 cb4500 | ||
|---|---|---|---|
| 001 | BV040799529 | ||
| 003 | DE-604 | ||
| 005 | 20130703 | ||
| 007 | t | ||
| 008 | 130306s2013 a||| |||| 00||| eng d | ||
| 020 | |a 9781608459186 |c pbk |9 978-1-60845-918-6 | ||
| 035 | |a (OCoLC)844034935 | ||
| 035 | |a (DE-599)BVBBV040799529 | ||
| 040 | |a DE-604 |b ger |e rakwb | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-473 |a DE-12 |a DE-739 | ||
| 084 | |a ST 274 |0 (DE-625)143641: |2 rvk | ||
| 084 | |a 24,1 |2 ssgn | ||
| 100 | 1 | |a Lux, Mathias |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Visual information retrieval using Java and Lire |c Mathias Lux ; Oge Marques |
| 264 | 1 | |a San Rafael |b Morgan & Claypool |c 2013 | |
| 300 | |a XV, 96 S. |b Ill. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Synthesis lectures on information concepts, retrieval, and services |v 25 | |
| 650 | 0 | 7 | |a Lucene Image REtrieval Library |0 (DE-588)103670551X |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Java Standard Edition 7 |0 (DE-588)7751205-4 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Visual Information Retrieval |0 (DE-588)1036714454 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Visual Information Retrieval |0 (DE-588)1036714454 |D s |
| 689 | 0 | 1 | |a Java Standard Edition 7 |0 (DE-588)7751205-4 |D s |
| 689 | 0 | 2 | |a Lucene Image REtrieval Library |0 (DE-588)103670551X |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Marques, Oge |e Verfasser |4 aut | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |z 978-1-60845-919-3 |
| 830 | 0 | |a Synthesis lectures on information concepts, retrieval, and services |v 25 |w (DE-604)BV035766709 |9 25 | |
| 856 | 4 | 2 | |m Digitalisierung UB Bamberg |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025779655&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-025779655 | ||
| 942 | 1 | 1 | |c 025.04 |e 22/bsb |
Datensatz im Suchindex
| _version_ | 1804150136991907840 |
|---|---|
| adam_text | Preface
.................................................................xiii
Acknowledgments
........................................................xv
Introduction
..............................................................1
1.1
Design Challenges
......................................................4
1.2
Getting Started with LIRE
.............................................. 7
1.2.1
Java Setup
....................................................... 8
1.2.2
Downloading, Unpacking, and Running LireDemo
.................... 8
1.2.3
Indexing an Image Collection
......................................9
1.2.4
Browsing the Index, Selecting an Image, and Performing a Search
...... 10
Information Retrieval: Selected Concepts and Techniques
................... 13
2.1
Basic Concepts and Document Representation
............................. 14
2.1.1
Vector Retrieval Model
........................................... 14
2.2
Retrieval Evaluation
...................................................18
2.3
Text Information Retrieval with Lucene
...................................21
Visual Features
.......................................................... 25
3.1
Digital Imaging in a Nutshell
............................................25
3.1.1
Digital Imaging in Java
...........................................29
3.2
Global Features
.......................................................30
3.2.1
Color Features
..................................................31
3.2.2
Texture Features
.................................................36
3.2.3
Combining Color and Texture
.....................................38
3.3
Local Features
........................................................40
3.3.1
Scale-Invariant Feature Transform (SIFT)
..........................41
3.3.2
Speeded-Up Robust Features (SURF)
..............................42
3.4
Metrics, Normalization, and Distance Functions
...........................43
3.5
Evaluation of Visual Features
............................................45
3.5.1
Figures of Merit
.................................................45
3.5.2
Datasets
........................................................45
3.5.3
Challenges
.....................................................46
3.6
Feature
Extraction
Using LIRE
..........................................47
4
Indexing Visual Features
.................................................51
4.1
Indexing: The
Naïve
Approach
..........................................52
4.1.1
Basic Indexing and Linear Search in LIRE
..........................53
4.2
Nearest-neighbor Search
................................................55
4.3
Hashing
..............................................................58
4.3.1
Locality Sensitive Hashing
........................................58
4.3.2
Metric Spaces Approximate Indexing
...............................59
4.4
Bag of Visual Words
...................................................62
4.4.1
Bag of Visual Words using LIRE
..................................64
5
LIRE: An Extensible Java CBIR Library
...................................69
5.1
Architecture and Low-Level Features
.....................................70
5.2
Indexing and Searching
.................................................72
5.3
Advanced Features
...................................................75
5.3.1
Bag of Visual Words
.............................................75
5.3.2
Result Re-Ranking and Filtering
..................................76
5.4
How to Apply LIRE
...................................................78
5.4.1
Scenario Investigation
............................................78
5.4.2
Benchmarking
.......................... ...........79
5.4.3
Deployment Tests and Performance Optimization
....................81
6
Concluding Remarks
................. .83
6.1
Research Directions, Challenges, and Opportunities
........................83
6.2
Resources
..............
g5
Bibliography
............... 87
Authors Biographies
............ 95
|
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| id | DE-604.BV040799529 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T00:34:08Z |
| institution | BVB |
| isbn | 9781608459186 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025779655 |
| oclc_num | 844034935 |
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| physical | XV, 96 S. Ill. |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | Morgan & Claypool |
| record_format | marc |
| series | Synthesis lectures on information concepts, retrieval, and services |
| series2 | Synthesis lectures on information concepts, retrieval, and services |
| spelling | Lux, Mathias Verfasser aut Visual information retrieval using Java and Lire Mathias Lux ; Oge Marques San Rafael Morgan & Claypool 2013 XV, 96 S. Ill. txt rdacontent n rdamedia nc rdacarrier Synthesis lectures on information concepts, retrieval, and services 25 Lucene Image REtrieval Library (DE-588)103670551X gnd rswk-swf Java Standard Edition 7 (DE-588)7751205-4 gnd rswk-swf Visual Information Retrieval (DE-588)1036714454 gnd rswk-swf Visual Information Retrieval (DE-588)1036714454 s Java Standard Edition 7 (DE-588)7751205-4 s Lucene Image REtrieval Library (DE-588)103670551X s DE-604 Marques, Oge Verfasser aut Erscheint auch als Online-Ausgabe 978-1-60845-919-3 Synthesis lectures on information concepts, retrieval, and services 25 (DE-604)BV035766709 25 Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025779655&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Lux, Mathias Marques, Oge Visual information retrieval using Java and Lire Synthesis lectures on information concepts, retrieval, and services Lucene Image REtrieval Library (DE-588)103670551X gnd Java Standard Edition 7 (DE-588)7751205-4 gnd Visual Information Retrieval (DE-588)1036714454 gnd |
| subject_GND | (DE-588)103670551X (DE-588)7751205-4 (DE-588)1036714454 |
| title | Visual information retrieval using Java and Lire |
| title_auth | Visual information retrieval using Java and Lire |
| title_exact_search | Visual information retrieval using Java and Lire |
| title_full | Visual information retrieval using Java and Lire Mathias Lux ; Oge Marques |
| title_fullStr | Visual information retrieval using Java and Lire Mathias Lux ; Oge Marques |
| title_full_unstemmed | Visual information retrieval using Java and Lire Mathias Lux ; Oge Marques |
| title_short | Visual information retrieval using Java and Lire |
| title_sort | visual information retrieval using java and lire |
| topic | Lucene Image REtrieval Library (DE-588)103670551X gnd Java Standard Edition 7 (DE-588)7751205-4 gnd Visual Information Retrieval (DE-588)1036714454 gnd |
| topic_facet | Lucene Image REtrieval Library Java Standard Edition 7 Visual Information Retrieval |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025779655&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV035766709 |
| work_keys_str_mv | AT luxmathias visualinformationretrievalusingjavaandlire AT marquesoge visualinformationretrievalusingjavaandlire |