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In many cases, the number of training samples is insufficient to support the training of a classification algorithm.Therefore, in this paper a new IIAA is proposed to resolve the problem of the lack of historical training samples.Phragmites is an invasive species of particular concern in the wetlands of the North American Great Lakes [1,2].It is a cosmopolitan species of wetland grass native to every continent except Antarctica [3].The DRIWR occupies 51 miles of the Lake Erie shoreline and contains thousands of acres of wetlands.The DRIWR is well populated with (giant Phragmites cane), grass, shrubs, trees, cattail, marshland, cropland, and various other types of vegetation.

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Previous studies and on site surveys have revealed that the invasion of Phragmites presents a severe threat to plants indigenous to the wetland ecosystem.

A total of 25 vegetation/soil transects were planned for 20 of the DRIWR’s management units (shown in Figure 1).

Twenty-four of these units were staked using rust-proof painted eight-foot steel rebar.

Autumn is the best season for monitoring changes in Phragmites and, thus, all images from 1 August to 15 October during the study period were downloaded for this study [18]. NAIP and DOQQ 1-meter spatial resolution images were downloaded from for the selection of training samples.

The number of DOQQ and NAIP images used are shown in Table 2.

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