Iterative interpolation super resolution image reconstruction: a computationally efficient technique
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| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Berlin [u.a.]
Springer
2009
|
| Series: | Studies in computational intelligence
195 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Literaturverz. S. 109 - 113 |
| Physical Description: | XIII, 113 S. Ill., graph. Darst. |
| ISBN: | 9783642003844 |
Staff View
MARC
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| 245 | 1 | 0 | |a Iterative interpolation super resolution image reconstruction |b a computationally efficient technique |c Vivek Bannore |
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Record in the Search Index
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| adam_text | 3.6 SIMILARITY MEASURE 32 CONTENTS 1 INTRODUCTION TO SUPER-RESOLUTION 1
1.1 INTRODUCTION 1 1.2 WHATLS IMAGE RESOLUTION? 1 1.3 IMAGE DEGRADATION
FACTORS 2 1.4 SIGNIFICANCE OF SUPER-RESOLUTION 4 1.5 APPLICATIONS OF
SUPER-RESOLUTION 5 1.6 RESEARCH OUTLINE 7 2 OVERVIEW OF SUPER-RESOLUTION
TECHNIQUES 9 2.1 INTRODUCTION 9 2.2 FREQUENCY DOMAIN - BASED APPROACH TO
SR 9 2.3 SPATIAL DOMAIN - BASED APPROACH TO SR 10 2.3.1 THE MODEL 11
2.3.2 ITERATIVE BACK-PROJECTION TECHNIQUES 11 2.3.3 OPTIMIZATION
TECHNIQUES 12 2.3.4 BAYESIAN TECHNIQUES 12 2.3.5 PROJECTION ONTO CONVEX
SET (POCS) TECHNIQUE 13 2.3.6 PRECONDITIONED TECHNIQUES IN OPTIMIZATION
14 2.3.7 OTHER SR TECHNIQUES 15 2.3.7.1 HYBRID (ML + POCS) TECHNIQUE 15
2.3.7.2 ADAPTIVE FILTERING TECHNIQUE 15 2.3.7.3 LEARNING-BASED
TECHNIQUES 15 2.4 RESEARCH PROBLEM 16 3 ITERATIVE-INTERPOLATION
SUPER-RESOLUTION (IISR) 19 3.1 IMAGE INTERPOLATION 19 3.2 INTERPOLATION
CONVOLUTION KERNELS 20 3.2.1 LINEAR INTERPOLATION 20 3.2.2 NEAREST -
NEIGHBOR INTERPOLATION 21 3.2.3 SINE INTERPOLATION 21 3.2.4 CUBIC-SPLINE
INTERPOLATION 22 3.2.5 GAUSSIAN INTERPOLATION 22 3.3 THE IMAGING MODEL
24 3.4 INTERPOLATION-BASED SUPER-RESOLUTION 25 3.5
ITERATIVE-INTERPOLATION SUPER-RESOLUTION 29 BIBLIOGRAFISCHE
INFORMATIONEN HTTP://D-NB.INFO/992310245 DIGITALISIERT DURCH XII
CONTENTS 3.7 SIMULATION RESULTS 33 3.7.1 NOISELESS LR FRAMES 33 3.7.2
NOISE CORRUPTED LR FRAMES 36 3.8 QUANTITATIVE ANALYSIS 39 3.9 SUMMARY 49
4 OPTIMIZATION APPROACH TO SUPER-RESOLUTION IMAGE RECONSTRUCTION 51 4.1
INTRODUCTION 51 4.2 WELL-POSED VS ILL-POSED 51 4.3 ESTIMATING X, THE
REGULARIZATION PARAMETER 54 4.3.1 METHODS WHICH REQUIRE ERROR KNOWLEDGE
55 4.3.1.1 THE DISCREPANCY PRINCIPLE 55 4.3.1.2 X-CURVE 56 4.3.2 METHODS
WHICH DO NOT REQUIRE ERROR KNOWLEDGE 57 4.3.2.1 GENERALIZED
CROSS-VALIDATION (GCV) 57 4.3.2.2 L-CURVE CRITERION 57 4.4
REGULARIZATION TECHNIQUES 58 4.4.1 TIKHONOV REGULARIZATION 59 4.4.2
MAXIMUM ENTROPY METHOD 59 4.4.3 CONJUGATE GRADIENT (ITERATIVE
REGULARIZATION) 60 4.5 SIMULATION RESULTS 61 4.5.1 NOISELESS LR FRAMES
62 4.5.2 NOISE CORRUPTED LR FRAMES 65 4.6 QUANTITATIVE ANALYSIS 68 4.7
SUMMARY 75 5 IMAGE REGISTRATION FOR SUPER-RESOLUTION 77 5.1 INTRODUCTION
77 5.2 METHODOLOGY 77 5.3 IMAGE REGISTRATION TECHNIQUES 78 5.4
HIERARCHICAL MOTION ESTIMATION 79 5.5 SIMULATION RESULTS 82 5.6 SUMMARY
90 6 SOFTWARE FRAMEWORK 93 6.1 INTRODUCTION 93 6.2
ITERATIVE-INTERPOLATION SUPER-RESOLUTION (IISR) 93 6.2.1 BLOCK DIAGRAM
93 6.2.2 MODULES 95 6.2. CONTENTS XIII 6.3.3 SOFTWARE TOOLS 100 6.3.4
GUI SCREENSHOTS 100 6.3.5 SALIENT FEATURES 101 6.4 SUMMARY 103 7
CONCLUSION AND FUTURE DIRECTIONS 105 7.1 CONTRIBUTION OF THIS RESEARCH
105 7.2 FUTURE DIRECTIONS 107 REFERENCES 109
|
| any_adam_object | 1 |
| author | Bannore, Vivek |
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| building | Verbundindex |
| bvnumber | BV035630506 |
| classification_rvk | ST 300 ST 330 |
| ctrlnum | (OCoLC)321086516 (DE-599)DNB992310245 |
| dewey-full | 621.367 006.42 |
| dewey-hundreds | 600 - Technology (Applied sciences) 000 - Computer science, information, general works |
| dewey-ones | 621 - Applied physics 006 - Special computer methods |
| dewey-raw | 621.367 006.42 |
| dewey-search | 621.367 006.42 |
| dewey-sort | 3621.367 |
| dewey-tens | 620 - Engineering and allied operations 000 - Computer science, information, general works |
| discipline | Maschinenbau / Maschinenwesen Informatik Elektrotechnik / Elektronik / Nachrichtentechnik |
| format | Book |
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| indexdate | 2024-07-09T21:41:59Z |
| institution | BVB |
| isbn | 9783642003844 |
| language | English |
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| series | Studies in computational intelligence |
| series2 | Studies in computational intelligence |
| spelling | Bannore, Vivek Verfasser aut Iterative interpolation super resolution image reconstruction a computationally efficient technique Vivek Bannore Berlin [u.a.] Springer 2009 XIII, 113 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Studies in computational intelligence 195 Literaturverz. S. 109 - 113 Bildrekonstruktion - Bildauflösung - Hochauflösendes Verfahren Bildrekonstruktion (DE-588)4145435-2 gnd rswk-swf Bildauflösung (DE-588)4782134-6 gnd rswk-swf Hochauflösendes Verfahren (DE-588)4287503-1 gnd rswk-swf Bildrekonstruktion (DE-588)4145435-2 s Bildauflösung (DE-588)4782134-6 s Hochauflösendes Verfahren (DE-588)4287503-1 s DE-604 Studies in computational intelligence 195 (DE-604)BV020822171 195 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017685468&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Bannore, Vivek Iterative interpolation super resolution image reconstruction a computationally efficient technique Studies in computational intelligence Bildrekonstruktion - Bildauflösung - Hochauflösendes Verfahren Bildrekonstruktion (DE-588)4145435-2 gnd Bildauflösung (DE-588)4782134-6 gnd Hochauflösendes Verfahren (DE-588)4287503-1 gnd |
| subject_GND | (DE-588)4145435-2 (DE-588)4782134-6 (DE-588)4287503-1 |
| title | Iterative interpolation super resolution image reconstruction a computationally efficient technique |
| title_auth | Iterative interpolation super resolution image reconstruction a computationally efficient technique |
| title_exact_search | Iterative interpolation super resolution image reconstruction a computationally efficient technique |
| title_full | Iterative interpolation super resolution image reconstruction a computationally efficient technique Vivek Bannore |
| title_fullStr | Iterative interpolation super resolution image reconstruction a computationally efficient technique Vivek Bannore |
| title_full_unstemmed | Iterative interpolation super resolution image reconstruction a computationally efficient technique Vivek Bannore |
| title_short | Iterative interpolation super resolution image reconstruction |
| title_sort | iterative interpolation super resolution image reconstruction a computationally efficient technique |
| title_sub | a computationally efficient technique |
| topic | Bildrekonstruktion - Bildauflösung - Hochauflösendes Verfahren Bildrekonstruktion (DE-588)4145435-2 gnd Bildauflösung (DE-588)4782134-6 gnd Hochauflösendes Verfahren (DE-588)4287503-1 gnd |
| topic_facet | Bildrekonstruktion - Bildauflösung - Hochauflösendes Verfahren Bildrekonstruktion Bildauflösung Hochauflösendes Verfahren |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017685468&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV020822171 |
| work_keys_str_mv | AT bannorevivek iterativeinterpolationsuperresolutionimagereconstructionacomputationallyefficienttechnique |