Chap 10 - Faculty

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Visual interpretation

Chapter 10

• Visual interpretation in important to GIS development and application.

• It is the interpretation of aerial photography by a photo interpreter.

– Regarded as somewhat useful but oldfashioned likely to be replaced by digital analyses

• Visual interpretation is now seen in the new context.

– Skills that a photo interpreter uses are applied equally to photographs as well as digital images

– So a new name has come into use that of image analyst or image interpreter

• In addition, remote sensing data has become more detailed, much like photography

• Finally, computer science is not evolved to the point where image analysis can be done completely automatically

Characteristics of aerial imagery

• Visual interpretation is used to extract information from fine resolution imagery at scales of 1:40,000 or larger

– And includes almost all aerial photography and fine scale satellite imagery (e.g. IKONOS)

– Excludes coarse resolution imagery produced by satellites such as Landsat

Characteristics of aerial imagery

• GIS requires the following conditions be met

– Geometric errors removed

– Detailed spatial information is contained

– Can provide taxonomic details such as separation of corn from wheat

– Spatial relationships can be examined such as vegetation distribution and water bodies

– Patterns of change from one day to the next are monitored

– Equipment and experienced staff are available

– Historical phenomena can be examined such as landuse change

Sources of imagery

• Two common sources

– Archival imagery previously acquired for another purpose.

– Imagery acquired specifically for the project at hand

Archival imagery

• Several sources are available.

– USGS

– US National Archives and Records

Administration

– State agencies

• Department of Transportation

• Department of natural resources.

• Such imagery must often be bought

Archival imagery

• In most cases, computerized databases permit online searches.

• Many states update photography on a regular basis.

– These are useful in examining change

Custom acquisition

• Imagery is acquired, according to the user specifications.

– The date scale emulsion coverage and other characteristics are determined by the user.

• The disadvantages include

– high cost

– requirement for planning well in advance.

– effort devoted to preparing and monitoring the specifications

– delays and cancellations due to weather or equipment malfunctions

Custom acquisition

• Users should prepare a contract or statement of work

– Specifies in detail the products and services required from the firm with respect to cost, deadlines, and products to be prepared

• Contract is a means for controlling the completeness and quality of the imagery

Custom acquisition

• The photo interpreter may participate in making decisions about scale, date, time of day, deadlines, choice of film, and coverage

Custom acquisition

• Photo interpreter should ask:

– Will imagery be adequate for the purpose of the project?

– Is the film emulsion satisfactory for the task?

– Is the season suitable?

– Will planned time of day provide appropriate shadowing?

– In stereophotography, what will the overlap be?

Elements of image interpretation

• Image analysis requires explicit recognition of eight elements of image interpretation that form the framework and understanding of an image

– Shape

– Size

– Tone

– Texture

– Shadow

– Site

– Association

– pattern

Shape

• The outline of a feature

– Important to note that shape depends on perspective

– Overhead perspective, introduces scale effect

Size

• The first to the dimensions of a feature

• Relative size determined by comparing the object with familiar nearby features

• Absolute size refers to the use of the aerial image to derive measurements

Tone

• Refers to the average brightness of an area or, in the case of color imagery, to the dominant color of the region

– Depends on the nature of the surface in the ankles of observation and illumination.

– Smooth surfaces behave like specular reflectors , they tend to reflect radiation in a single direction

• These features may appear bright or dark

– Rough surfaces behave this diffuse reflectors .

• Scatter radiation in all directions.

• A peer is medium gray tones

Texture

• Refers to the variation in tone over a surface or the apparent roughness of the surface as seen in the photo

• Created by micro shadows in small irregularities in the surface.

Shadow

• Refers to large distinctive shadows that revealed the outline of a future as projected onto a flat surface.

– Depends on the nature of the object, angle of illumination, perspective, and slope of the ground surface

Site

• Refers to a futures position with respect to topography and drainage.

– Some things occupy a distinctive topographic position because of their function

• Sewage treatment facilities at the lowest feasible topographic position.

• Power plants located adjacent to water for cooling

Association

• Association refers to the distinctive spatial interrelationships between features

– Schools often associated with athletic fields.

– Large parking lots often associated with malls

Pattern

• Refers to distinctive arrangement of features

– Orchards have trees plant can rows

– Mobile home parks have rectangular buildings arranged in rows

Image interpretation tasks

• Classification - Assign objects to classes

– Detection, recognition, identification.

– Interpreter confidence is ranked as possible , probable

• Enumeration - Count items

• Measurementmensuration

– Uses image scale to derive measurements such as length with distance and volume

• Delineation – demarcation of regions

Interpretation strategies

• Field observation.

– Required when the image and its relationship to ground conditions are imperfectly understood

• Direct recognition.

– Interpreter derives information directly from inspection of the image

• Inference

– Based on visible features can derive information about invisible features

– Certain relationships and identify features

Interpretation strategies

• Interpretive overlays.

– Useful when relationships between visible patterns are used to reveal patterns not directly visible.

– Soils may be revealed by relationships with vegetation patterns, slope, and drainage

• Photomorphic regions

– Identify regions of uniform appearance on an image.

– Does not attempt to resolve individual landscape components.

• Mostly used with small-scale imagery in which coarse resolutions tend to average separate components

Interpretation strategies

• Image interpretation keys.

– Keys are reference information designed to enable rapid identification of features.

– Usually a collection of annotated images or stereograms and a description, which may include sketches or diagrams

Aerial mosaics and image maps

• IMAP is characterized by the planimetrically accurate representation of your surface and uses symbols to represent select features

• An aerial image is not really a map because Tilton relief displacement introduced your metric errors

– Its features are represented without selection or symbolization

Aerial mosaics and image maps

• A aerial images form the basis of useful maplike representation of the Earth’s surface such as mosaics and orthophotos

• Aerial mosaics are produced by assembling adjacent aerial photographs to form a single image

Aerial mosaics and image maps

• Uncontrolled mosaics performed by assembling adjacent photographs without strict concern for geometric integrity

Aerial mosaics and image maps

• A controlled mosaic presents the detail of an aerial photograph in planimetrically correct position

Aerial mosaics and image maps

• An aerial index is created by placing adjacent area photographs together in their approximate relative position without represent econometric relationships

– These are to be used as a guide for identifying those photographs that represent an area that is needed without searching the entire collection

Aerial mosaics and image maps

• Orthophotos are aerial photographs prepared using stereoscopic parallax and photogrammetric principles to remove the effects of relief displacement and tilt to provide a planimetrically correct aerial image

Aerial mosaics and image maps

• And orthophoto quadrangle is an orthophoto that represents the same region as the USGS topographic quadrangle

– These can be thought of as image maps

• The digital orthophoto quadrangle

(DOQ) is a digital version

Field observations and accuracy assessment

• Field observations are necessary because aerial imagery is not infallible or a total source of information

– The information is derived through interpretation

Field observations and accuracy assessment

• Think of a map or GIS as a statement about conditions of a certain place

– The more precise the statement, the more useful it is to the user

• Delineate small parcels, specific labels, etc.

– The less precise the statement, the less useful

• The larger the parcels, more general labels, etc.

Field observations and accuracy assessment

• For example, a broad area labeled as a forest

– Versus

• Smaller areas each individually labeled as oak, pine, and fir.

Field observations and accuracy assessment

• Field data are first-hand observations collected on the ground

– Often use copies of images or maps to annotate in the field

• Field work can create delays, increased expense, and other difficulties

– But it is essential for establishing the validity of the work

On-screen digitizing

• Traditionally, photointerpreters used transparent (mylar) overlays to show outlines, mark features, and make annotations

– These then had to be digitized, transferred and registered to a planimetrically correct base layer

Manual

Digitizing

Most common form of coordinate data input

Requires a digitizing table

– Ranging in size (25x25 cm to 150x200cm)

• Ideally the map should be flat and not torn or folded

• Cost: hundreds (300) to thousands (5000)

On-screen digitizing

• In digital imagery it requires taking a raster image and putting a drawing a vector layer on top of it.

– This all can be saved as one file

– Can then be transferred directly to a GIS

• This is called heads-up digitizing

Heads-Up

Digitizing II

• Raster-scanned image on the computer screen

• Operator follows lines on-screen in vector mode

Digitizing Errors

• Undershoots

• Dangles

• Spurious Polygons

On-screen digitizing

• Not inherently difficult

• Requires consistency and attention to detail

• Can be challenging

– Edges can be difficult to identify

– Shadows

– Low image contrast

Accuracy Assessment

• Procedures well established to evaluate the accuracy of interpretation

– For maps with polygons of specific types, an overall map accuracy and individual class accuracies can be determined

• Requires a set of reference data points that have known characteristics

– Ideally should be random

– That may miss some categories, so, often random selection combined with collecting across all classes and across the entire study area

Accuracy Assessment

• Should keep field collected data for input separate from, field data used for accuracy assessment

• Assessment is a table called the error matrix

– Each reference point and its matching map label are compared

The kappa statistic

• There are so many values in the error matrix that it becomes confusing to people.

– Want a single number that encapsulates the significance of the error matrix.

– This is the kappa ( κ ) statistic

• Difference between the observed agreement reported by the diagonal and the agreement that might be due solely to chance

The kappa statistic

• Kappa is estimated by k hat

  observed

 exp ected

1

 exp ected

• Observed = accuracy reported in error matrix

– Sum correct / total

• Expected = correct classification due to chance

The kappa statistic

• The statistic adjusts the percentage correct by subtracting the estimated contribution of chance agreement

– A κ=0.83 means that the classification is 83% better than would be expected from chance assignment of pixels to categories

– Kappa ranges between +1 and -1

Interpretation Equipment

• Paper prints or transparencies

• Magnification

• Flatbed scanners

– Dpi – up to about 3500

• Light tables

• Densitometers

• Stereo imagery equipment

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