INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURES
The problem of indoor-outdoor image classification using supervised learning is addressed in this paper. Conventional indoor-outdoor image classification methods, partition an image into predefined sub-blocks for feature extraction. However in this paper, we use a simple color segmentation stage to...
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| Format: | Article |
| Language: | English |
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Taylor's University
2018-03-01
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| Series: | Journal of Engineering Science and Technology |
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| Online Access: | http://jestec.taylors.edu.my/Vol%2013%20issue%203%20March%202018/13_3_14.pdf |
| _version_ | 1811325371031748608 |
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| author | A. NADIAN-GHOMSHEH |
| author_facet | A. NADIAN-GHOMSHEH |
| author_sort | A. NADIAN-GHOMSHEH |
| collection | DOAJ |
| description | The problem of indoor-outdoor image classification using supervised learning is addressed in this paper. Conventional indoor-outdoor image classification methods, partition an image into predefined sub-blocks for feature extraction. However in this paper, we use a simple color segmentation stage to acquire meaningful regions from the image for feature extraction. The features that are used to describe an image are color correlated temperature, Haralick features, segment area and segment position. For the classification phase, an MLP was trained and tested using a dataset of 800 images. A classification accuracy of 94% compared with the result of other state of the art indoor-outdoor image classification methods showed the efficiency of the proposed method. |
| first_indexed | 2024-04-13T14:33:09Z |
| format | Article |
| id | doaj.art-b7cd3cbbd7b845bb8077fb05330380b9 |
| institution | Directory Open Access Journal |
| issn | 1823-4690 |
| language | English |
| last_indexed | 2024-04-13T14:33:09Z |
| publishDate | 2018-03-01 |
| publisher | Taylor's University |
| record_format | Article |
| series | Journal of Engineering Science and Technology |
| spelling | doaj.art-b7cd3cbbd7b845bb8077fb05330380b92022-12-22T02:43:09ZengTaylor's UniversityJournal of Engineering Science and Technology1823-46902018-03-01133739754INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURESA. NADIAN-GHOMSHEH0Cyber Space Research Institute, Shahid Beheshti The problem of indoor-outdoor image classification using supervised learning is addressed in this paper. Conventional indoor-outdoor image classification methods, partition an image into predefined sub-blocks for feature extraction. However in this paper, we use a simple color segmentation stage to acquire meaningful regions from the image for feature extraction. The features that are used to describe an image are color correlated temperature, Haralick features, segment area and segment position. For the classification phase, an MLP was trained and tested using a dataset of 800 images. A classification accuracy of 94% compared with the result of other state of the art indoor-outdoor image classification methods showed the efficiency of the proposed method.http://jestec.taylors.edu.my/Vol%2013%20issue%203%20March%202018/13_3_14.pdfIndoor-outdoor image classificationcolor correlated temperatureHaralick featureco-occurrence matrix |
| spellingShingle | A. NADIAN-GHOMSHEH INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURES Journal of Engineering Science and Technology Indoor-outdoor image classification color correlated temperature Haralick feature co-occurrence matrix |
| title | INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURES |
| title_full | INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURES |
| title_fullStr | INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURES |
| title_full_unstemmed | INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURES |
| title_short | INDOOR-OUTDOOR IMAGE CLASSIFICATION USING DICHROMATIC REFLECTION MODEL AND HARALICK FEATURES |
| title_sort | indoor outdoor image classification using dichromatic reflection model and haralick features |
| topic | Indoor-outdoor image classification color correlated temperature Haralick feature co-occurrence matrix |
| url | http://jestec.taylors.edu.my/Vol%2013%20issue%203%20March%202018/13_3_14.pdf |
| work_keys_str_mv | AT anadianghomsheh indooroutdoorimageclassificationusingdichromaticreflectionmodelandharalickfeatures |