Data Fusion: Definitions and Architectures : Fusion of Images of Different Spatial ResolutionsThis book establishes the fundamentals (particularly definitions and architectures) in data fusion. The second part of the book is devoted to methods for the fusion of images. It offers an in-depth presentation of standard and advanced methods for the fusion of multi-modality images. |
From inside the book
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Page 11
... fusion: the alignment. This property is part of the data fusion framework, together with many other elements dealing with methods, architectures, system design, etc. These common problems and common properties form a paradigm. Research ...
... fusion: the alignment. This property is part of the data fusion framework, together with many other elements dealing with methods, architectures, system design, etc. These common problems and common properties form a paradigm. Research ...
Page 12
... fusion processes. It is ... system, • reduced ambiguity. More complete information provides better discrimination between available hypotheses, • providing a solution to the explosion of the information that is available today. Data fusion ...
... fusion processes. It is ... system, • reduced ambiguity. More complete information provides better discrimination between available hypotheses, • providing a solution to the explosion of the information that is available today. Data fusion ...
Page 15
... fusion by itself is not new in environment or in any domain of application. For example, meteorologists predict weather for several tens of ... system in environment Figure 4.1. Representation of a fusion operation by a fusion. Introduction ...
... fusion by itself is not new in environment or in any domain of application. For example, meteorologists predict weather for several tens of ... system in environment Figure 4.1. Representation of a fusion operation by a fusion. Introduction ...
Page 17
... fusion already exist; Hall3 described many of them. A few of them apply to ... fusion of images. Nowadays, satellite images are intensively used in various ... system, which acquires one image in four bands: red, green, blue and near ...
... fusion already exist; Hall3 described many of them. A few of them apply to ... fusion of images. Nowadays, satellite images are intensively used in various ... system, which acquires one image in four bands: red, green, blue and near ...
Page 44
... system calling upon data fusion. If one may find the equivalent of Level 1 "situation picture" and Level 4 "performance assessment" in weather forecasting, the analogy with the two others is far from obvious. They may simply not exist ...
... system calling upon data fusion. If one may find the equivalent of Level 1 "situation picture" and Level 4 "performance assessment" in weather forecasting, the analogy with the two others is far from obvious. They may simply not exist ...
Common terms and phrases
acquired acquisition algorithm alignment analysis applications appropriate architecture assessment association attributes auxiliary information better called centralized architecture changes Chapter classification color combination commensurate communications compression concept of data considered data fusion deal decisions defined definition describe discussed domain Earth engine entity environment especially example expressed extract Figure final formal framework fundamentals further fused fusion cell fusion process fusion system geographical given ground illustrates images increase industrial inputs instant integration interest issues JDL model maps mathematical means measurements merging methods modalities object observations obtained offer operation original parameters performed pixel position presented problems properties Quantitative assessment reference Refinement relevant represent representation rules satellite scheme sciences selection semantic levels sensing sensors signal single sources of information space spatial resolution specific techniques temperature understanding usually various vector vision wavelet weather
Popular passages
Page 41 - Data fusion techniques combine data from multiple sensors, and related information from associated data bases to achieve improved accuracies and more specific inferences than could be achieved by the use of a single sensor done.
Page 40 - image fusion is the combination of two or more different images to form a new image by using a certain algorithm".
Page 46 - Data fusion is a formal framework in which are expressed means and tools for the alliance of data originating from different sources. It aims at obtaining information of greater quality; the exact definition of 'greater quality' will depend upon the application.
Page 41 - Enhancement of Low Bit-Rate Coded Images Using Edge Detection and Estimation," Computer Vision Graphics and Image Processing: Graphical Models and Image Processing, Vol. 53, No. 1, January 1991, pp. 52-62. [7] RR Schultz and RL Stevenson, "Improved Definition Image Expansion," Proceedings of the International Conference on Acoustics, Speech, and Signal Processing, San Francisco, CA, March 23-26, 1992.
Page 41 - Data fusion is a multilevel, multifaceted process dealing with the automatic detection, association, correlation, estimation, and combination of data and information from single and multiple sources to achieve refined position and identity estimates, and complete and timely assessments of situations and threats and their significance.
Page 40 - Data fusion has also been broadly defined as "the process of organizing, merging and linking disparate information elements (eg, map features, images, text reports, video, etc.) to produce a consistent and understandable representation of an actual or hypothetical set of objects and/or events in space and time
Page 43 - DL Hall, Mathematical Techniques in Multisensor Data Fusion, Artech House, Boston - London, 1992. 2. E. Waltz and J. Llinas, Multisensor Data Fusion, Artech House, Norwood, MA, 1990. 3. AN Steinberg and CL Bowman, "Revision to the JDL data fusion model," in Handbook of Multisensor Data Fusion, DL Hall and J.
Page 41 - Data Fusion Subpanel of the Joint Directors of Laboratories. Technical Panel for C3 (FE White, Code 4202, NOSC, San Diego, CA), 1991.
Page 13 - The exploitation of satellite images and more generally of observations of the Earth and our environment is presently one of the most productive in data fusion. Observation of the Earth is performed by means of satellites, planes, ships, and groundbased instruments. It results into a great variety of measurements, partly redundant, partly complementary. These measurements may be punctual and time-integrated, bi-dimensional and instantaneous...
Page 41 - Special consideration should be devoted to the works performed by the Department of Defense of the United States of America, and especially by the Data Fusion Subpanel of the Technology Panel for C3 (command, control, communications) of the Joint Directors of Laboratories (JDL). The JDL developed a functional model that illustrates the primary functions, relevant information and databases, and interconnectivity to perform data fusion.