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			Gulf of Maine Library Collection
			
      		Identification of Important Habitats in
        the Lower Casco Bay (Maine) Watershed
			Chapter 3. Landcover of Casco Bay
			GENERAL: Landcover information was initially developed
        from a June 6, 1991 Landsat TM scene provided by the Maine Office of GIS
        and processed by Earthsat Corporation, Rockville, MD. The intended classification
        included: two intensities of development (residential and commercial,
        or transportation landuse), beach or dune, rock outcrop or bare ground,
        intensive agriculture (row crops), orchards, improved pasture or grasslands,
        old fields, clear cut, deciduous upland shrubs or regrowth, deciduous
        upland forest, evergreen upland shrub or regrowth, evergreen upland forest,
        mixed upland shrub or regrowth, mixed upland forest, open water, sparse
        emergent (marsh) vegetation, dense emergent vegetation, submerged vegetation,
        scrub-shrub wetlands, forested wetlands, and mudflats.
       
			SOURCES OF DATA: Draft landcover products were received
        from Earthsat. Earthsat had aggregated a number of the classes which could
        not be distinguished with confidence; these were either dropped or were
        placed into the nearest related classes. We tested accuracy of the draft
        classification by comparing the interpretation to landcover information
        from other sources. The sources included 1) a 1972 polygon coverage encompassing
        about 35% of the study area (we used only polygons which had not changed
        according to 1991 aerial photography obtained from the Greater Portland
        Council of Governments), and 2) 1991 landcovers of Freeport and Brunswick,
        made from aerial photography by J.W. Sewell company. We examined the Earthsat
        interpretation within polygons selected from these two sources for covertypes
        of interest. The proportion of agreement was only 40 to 70%, depending
        on class.
       
			MAPPING OF LANDCOVER: Jed Wright (FWS) then created
        additional grids using ERDAS software and the same 1991 imagery. Difficulties
        again were found in distinguishing certain important landcover types.
        Accordingly, we combined three of the interpreted images, using the most
        accurate features of each. Accuracy of the landcover was incrementally
        improved by 1) dropping all wetland interpretation from the image processing,
        and using wetland data from National Wetland Inventory digital maps; 2)
        aggregating classes in which confusion remained excessive and which did
        not need to be distinguished for the current project; 3) replacing or
        augmenting coastal upland and intertidal features with overlays derived
        from Coastal Marine Geologic Environments (CMGE), and 4) directly editing
        certain features which were clearly distinguishable on aerial photos,
        but confused in the digital processing. The final classes were: developed/transportation,
        grass/pasture, rowcrop (agriculture), upland forested, upland rock outcrop,
        beach/dune, open water, submerged vegetation, emergent vegetation, wetland
        forested, and intertidal.
       
			Upland classes of the final products were examined with reference to
        the aerial photographs, and tested for accuracy using field ground-truthing
        sites initially collected for the use of Earthsat in image processing.
        Since we did not use them for classifying the image, they still served
        as independent data. 
       
			Table 3. Results of Comparison Between Upland Classes in Final
        Grid LCNEW17 and Actual Field Sites.
       
			
        	  
          		| Ground-Truth Site Type | 
				Number Correct* | 
				Number Wrong | 
				Erroneous Class | 
			   
        	  
          		| developed/residential | 
				13 | 
				0 | 
				 | 
			   
        	  
          		| rock | 
				1 | 
				1 | 
				developed (on coast) | 
			   
        	  
          		| crop | 
				3 | 
				0 | 
				 | 
			   
        	  
          		| grass/pasture/hay | 
				3 | 
				0 | 
				 | 
			   
        	  
          		| oldfield (grass) | 
				6 | 
				1 | 
				crop | 
			   
        	  
          		| upland forested (all) | 
				18 | 
				 4 | 
				grass | 
			   
      		 
			* number of instances in which the classified image agreed with the ground-truth
        determination.  
       
			Since the locations of most of the wildlife habitats were mapped from
        other information sources (e.g., NWI, CMGE, bathymetry), our primary use
        of this landcover was in relating the proximity of habitats to development.
        The accuracy of the development signatures was generally quite good (see
        above). However, the high reflectance of coastal ledge caused it to be
        erroneously classed as developed; this formed an intermittent line along
        some shorelines. A portion of this error was corrected by reclassifying
        "developed" landcover cells falling within the areas CMGE designated as
        "ledge".
       
			The processing required development of 17 grids, plus many other intermediate
        steps, all of which FWS retains, archived on tape.
       
			Landcover map Figure 3a)  
       
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