A Global Approach to Image Texture Analysis
This new approach is based on linear unmixing of texture measures calculated over an entire image (called a global approach), as opposed to most present texture analysis techniques that compute texture over small neighborhoods (called a local approach). The new global paradigm is appropriate for ima...
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ftdtic:ADA223532 2023-05-15T14:49:24+02:00 A Global Approach to Image Texture Analysis Holyer, R. J. NAVAL OCEAN RESEARCH AND DEVELOPMENT ACTIVITY STENNIS SPACE CENTER MS 1990-03 text/html http://www.dtic.mil/docs/citations/ADA223532 http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA223532 en eng http://www.dtic.mil/docs/citations/ADA223532 Approved for public release; distribution is unlimited. DTIC AND NTIS Snow Ice and Permafrost Cybernetics *IMAGE PROCESSING *TEXTURE *SEA ICE SPATIAL DISTRIBUTION GLOBAL EXPERIMENTAL DATA AIRBORNE PASSIVE SYSTEMS ACCURACY MIXTURES VARIATIONS ICE SCALE IMAGES REMOTE DETECTORS MICROWAVE FREQUENCY ARCTIC REGIONS ARCTIC OCEAN MOSAICS(IMAGES) REMOTE SENSING TEXTURE ANALYSIS PE62435N Text 1990 ftdtic 2016-02-21T10:29:43Z This new approach is based on linear unmixing of texture measures calculated over an entire image (called a global approach), as opposed to most present texture analysis techniques that compute texture over small neighborhoods (called a local approach). The new global paradigm is appropriate for images where spatial scales of the texture variability are large with respect to the pixel spacing, thereby making the local approach ineffective. Airborne passive microwave imagery of Arctic sea ice contain textures that vary with ice-type. These ice textures are of the type best treated by the global approach. Sea-ice imagery is used as test data to evaluate the global techniques that are developed. Pure, single ice-type images; synthetic mixtures formed by mosaicking pure ice-type subimages in known proportions; and naturally occurring mixture images are analyzed. Proportions of first-year, second-year, and multiyear ice within mixture images are retrieved with root-mean-square accuracies as low as 0.04 by the new method. While this accuracy is adequate to be useful in many Arctic studies, the global technique seems promising for many other remote sensing and general image processing applications. Image processing. Text Arctic Arctic Ocean Ice permafrost Sea ice Defense Technical Information Center: DTIC Technical Reports database Arctic Arctic Ocean |
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Open Polar |
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Defense Technical Information Center: DTIC Technical Reports database |
op_collection_id |
ftdtic |
language |
English |
topic |
Snow Ice and Permafrost Cybernetics *IMAGE PROCESSING *TEXTURE *SEA ICE SPATIAL DISTRIBUTION GLOBAL EXPERIMENTAL DATA AIRBORNE PASSIVE SYSTEMS ACCURACY MIXTURES VARIATIONS ICE SCALE IMAGES REMOTE DETECTORS MICROWAVE FREQUENCY ARCTIC REGIONS ARCTIC OCEAN MOSAICS(IMAGES) REMOTE SENSING TEXTURE ANALYSIS PE62435N |
spellingShingle |
Snow Ice and Permafrost Cybernetics *IMAGE PROCESSING *TEXTURE *SEA ICE SPATIAL DISTRIBUTION GLOBAL EXPERIMENTAL DATA AIRBORNE PASSIVE SYSTEMS ACCURACY MIXTURES VARIATIONS ICE SCALE IMAGES REMOTE DETECTORS MICROWAVE FREQUENCY ARCTIC REGIONS ARCTIC OCEAN MOSAICS(IMAGES) REMOTE SENSING TEXTURE ANALYSIS PE62435N Holyer, R. J. A Global Approach to Image Texture Analysis |
topic_facet |
Snow Ice and Permafrost Cybernetics *IMAGE PROCESSING *TEXTURE *SEA ICE SPATIAL DISTRIBUTION GLOBAL EXPERIMENTAL DATA AIRBORNE PASSIVE SYSTEMS ACCURACY MIXTURES VARIATIONS ICE SCALE IMAGES REMOTE DETECTORS MICROWAVE FREQUENCY ARCTIC REGIONS ARCTIC OCEAN MOSAICS(IMAGES) REMOTE SENSING TEXTURE ANALYSIS PE62435N |
description |
This new approach is based on linear unmixing of texture measures calculated over an entire image (called a global approach), as opposed to most present texture analysis techniques that compute texture over small neighborhoods (called a local approach). The new global paradigm is appropriate for images where spatial scales of the texture variability are large with respect to the pixel spacing, thereby making the local approach ineffective. Airborne passive microwave imagery of Arctic sea ice contain textures that vary with ice-type. These ice textures are of the type best treated by the global approach. Sea-ice imagery is used as test data to evaluate the global techniques that are developed. Pure, single ice-type images; synthetic mixtures formed by mosaicking pure ice-type subimages in known proportions; and naturally occurring mixture images are analyzed. Proportions of first-year, second-year, and multiyear ice within mixture images are retrieved with root-mean-square accuracies as low as 0.04 by the new method. While this accuracy is adequate to be useful in many Arctic studies, the global technique seems promising for many other remote sensing and general image processing applications. Image processing. |
author2 |
NAVAL OCEAN RESEARCH AND DEVELOPMENT ACTIVITY STENNIS SPACE CENTER MS |
format |
Text |
author |
Holyer, R. J. |
author_facet |
Holyer, R. J. |
author_sort |
Holyer, R. J. |
title |
A Global Approach to Image Texture Analysis |
title_short |
A Global Approach to Image Texture Analysis |
title_full |
A Global Approach to Image Texture Analysis |
title_fullStr |
A Global Approach to Image Texture Analysis |
title_full_unstemmed |
A Global Approach to Image Texture Analysis |
title_sort |
global approach to image texture analysis |
publishDate |
1990 |
url |
http://www.dtic.mil/docs/citations/ADA223532 http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA223532 |
geographic |
Arctic Arctic Ocean |
geographic_facet |
Arctic Arctic Ocean |
genre |
Arctic Arctic Ocean Ice permafrost Sea ice |
genre_facet |
Arctic Arctic Ocean Ice permafrost Sea ice |
op_source |
DTIC AND NTIS |
op_relation |
http://www.dtic.mil/docs/citations/ADA223532 |
op_rights |
Approved for public release; distribution is unlimited. |
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1766320452565729280 |