TRA Key Products

Commercial Hyperspectral Analysis Tools
N-FINDR Automated Endmember Finder



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The TRA N-FINDR program provides rapid detection of both scene elements (endmembers) and spectral anomalies. Endmembers can often be identified with the purest examples of particular materials in a hyperspectral image. The N-FINDR algorithm is an automated technique for finding these endmembers in an image. Once these endmember have been found, the often hundreds of bands of a hyperspectral data set can be projected into approximately 10 to 15 images for analyst review. Since these images are maps of occurrences of each material, they are a great aid to scene classification. Subsequent optimizations of the algorithm have allowed the use of this algorithm at speeds exceeding those required by real-time applications.

N-FINDR example using AHI
Application to Agricultural Remote Sensing