Data Fusion: Concepts and Ideas

This greatly revised moment variation is a wide-ranging creation to the options and concepts of multisensor facts fusion, illustrated with a wealth of real-life examples. It comprises 30 new sections besides an in depth checklist of updated references.

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References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . fifty one fifty one fifty five fifty seven fifty nine 60 sixty seven sixty seven 70 seventy four seventy seven seventy seven seventy eight five Spatial Alignment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . eighty three five. 1 advent . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . eighty three five. 2 photograph Registration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . eighty four five. three Mutual info . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . eighty five five. three. 1 Histogram Estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . eighty five five. three. 2 Kernel Density Estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 87 five. three. three nearby Mutual info . . . . . . . . . . . . . . . . . . . . . . . . . . 89 five. four Optical circulate . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ninety one five. five Feature-Based photo Registration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ninety four five. 6 Resample/Interpolation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ninety four five. 7 Pairwise Transformation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ninety seven five. eight Uncertainty Estimation ∗ . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ninety nine five. nine photograph Fusion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . a hundred five. nine. 1 Fusion of puppy and MRI photos . . . . . . . . . . . . . . . . . . . . . . . . a hundred five. nine. 2 form Averaging . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . one hundred and one five. 10 Mosaic photo . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 103 five. eleven software program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . one hundred and five Contents XI five. 12 extra examining . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . a hundred and five References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106 6 Temporal Alignment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 6. 1 advent . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 109 6. 2 Dynamic Time Warping . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 111 6. three Dynamic Programming . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 113 6. three. 1 spinoff Dynamic Time Warping . . . . . . . . . . . . . . . . . . . . . one hundred fifteen 6. three. 2 non-stop Dynamic Time Warping . . . . . . . . . . . . . . . . . . . . 117 6. four One-Sided DTW set of rules . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 117 6. four. 1 Video Compression . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 118 6. four. 2 Video Denoising . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 121 6. five a number of Time sequence . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122 6. 6 software program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122 6. 7 additional interpreting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 122 References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 123 7 Semantic Alignment . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . a hundred twenty five 7. 1 advent . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . a hundred twenty five 7. 2 project Matrix . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 127 7. three Clustering Algorithms . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . a hundred thirty 7. four Cluster Ensembles . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 132 7. four. 1 Co-association Matrix . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 134 7. five software program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 136 7. 6 additional interpreting . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137 References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 137 eight Radiometric Normalization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 139 eight. 1 advent . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

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