Title :
Multi-sensor 3D image fusion and interactive search
Author :
Ross, W.D. ; Waxman, A.M. ; Streilein, W.W. ; Aguiiar, M. ; Verly, J. ; Liu, F. ; Braun, M.I. ; Harmon, P. ; Rak, S.
Author_Institution :
Lincoln Lab., MIT, Lexington, MA, USA
Abstract :
Describes a system under development for the 3D fusion of multi-sensor surface surveillance imagery, including electro-optical (EO), IR, SAR, multispectral and hyperspectral sources. Our approach is founded on biologically-inspired image processing algorithms. We have developed an image processing architecture enabling the unified interactive visualization of fused multi-sensor site data which utilizes a color image fusion algorithm based on retinal and cortical processing of color. We have also developed interactive Web-based tools for training neural network search agents that are capable of automatically scanning site data for the fused multi-sensor signatures of targets and/or surface features of interest. Each search agent is an interactively trained instance of a neural network model of cortical pattern recognition called a fuzzy ARTMAP. The utilization of 3D site models is central to our approach because it enables the accurate multi-platform image registration that is necessary for color image fusion and the designation, learning and searching for multi-sensor fused pixel signatures. Interactive stereo 3D viewing and fly-through tools enable efficient and intuitive site exploration and analysis. Web-based remote visualization and search agent training and utilization tools facilitate rapid, distributed and collaborative site exploitation and dissemination of results.
Keywords :
ART neural nets; data mining; data visualisation; fuzzy neural nets; image colour analysis; image recognition; image registration; image retrieval; interactive systems; learning (artificial intelligence); remote sensing; search problems; sensor fusion; software agents; surveillance; 3D site models; IR sensors; SAR sensors; Web-based remote visualization; World Wide Web; automatic site data scanning; biologically-inspired image processing algorithms; color image fusion; color image fusion algorithm; cortical pattern recognition; cortical processing; data mining; distributed collaborative site exploitation; electrooptical sensors; fly-through tools; fused multi-sensor target signatures; fuzzy ARTMAP; hyperspectral sources; image processing architecture; interactive Web-based tools; interactive searching; interactive stereo 3D viewing; multi-platform image registration; multi-sensor 3D image fusion; multi-sensor fused pixel signatures; multispectral sources; neural network search agent training; results dissemination; retinal processing; search agent utilization tools; surface features; surface surveillance imagery; synthetic aperture radar; unified interactive visualization; Color; Data visualization; Fuzzy neural networks; Hyperspectral imaging; Image fusion; Image processing; Neural networks; Pattern recognition; Retina; Surveillance;
Conference_Titel :
Information Fusion, 2000. FUSION 2000. Proceedings of the Third International Conference on
Conference_Location :
Paris, France
Print_ISBN :
2-7257-0000-0
DOI :
10.1109/IFIC.2000.862685