[ { "key": "GDV9TT5A", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/GDV9TT5A", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/GDV9TT5A", "type": "text/html" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } }, "numChildren": 1 }, "data": { "key": "GDV9TT5A", "version": 1, "itemType": "newspaperArticle", "title": "Algorithms for Fuzzy Clustering", "creators": [], "abstractNote": "Scribd is the world's largest social reading and publishing site.", "publicationTitle": "", "publisher": "", "place": "", "date": "", "volume": "", "issue": "", "edition": "", "section": "", "pages": "", "ISSN": "", "DOI": "", "citationKey": "", "url": "http://www.scribd.com/doc/75759430/Algorithms-for-Fuzzy-Clustering", "accessDate": "2011-12-28T00:13:36Z", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "www.scribd.com", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2011-12-28T00:13:36Z", "dateModified": "2011-12-28T00:13:36Z" } }, { "key": "SFXRZISX", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/SFXRZISX", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/SFXRZISX", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/63703/items/GDV9TT5A", "type": "application/json" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } } }, "data": { "key": "SFXRZISX", "version": 1, "parentItem": "GDV9TT5A", "itemType": "attachment", "linkMode": "linked_url", "title": "Snapshot", "accessDate": "2011-12-28T00:13:36Z", "url": "http://www.scribd.com/doc/75759430/Algorithms-for-Fuzzy-Clustering", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2011-12-28T00:13:36Z", "dateModified": "2011-12-28T00:13:36Z" } }, { "key": "TQ6ZTGBE", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/TQ6ZTGBE", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/TQ6ZTGBE", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/63703/items/HWWACBCB", "type": "application/json" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } } }, "data": { "key": "TQ6ZTGBE", "version": 1, "parentItem": "HWWACBCB", "itemType": "attachment", "linkMode": "linked_url", "title": "ScienceDirect Snapshot", "accessDate": "2011-12-27T20:50:41Z", "url": "http://www.sciencedirect.com/science/article/pii/003132039390135J", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2011-12-27T20:50:41Z", "dateModified": "2011-12-27T20:50:41Z" } }, { "key": "3M6JIH5J", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/3M6JIH5J", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/3M6JIH5J", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/63703/items/HWWACBCB", "type": "application/json" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } } }, "data": { "key": "3M6JIH5J", "version": 1, "parentItem": "HWWACBCB", "itemType": "attachment", "linkMode": "linked_url", "title": "ScienceDirect Full Text PDF", "accessDate": "2011-12-27T20:50:41Z", "url": "http://www.sciencedirect.com/science?_ob=ShoppingCartURL&_method=add&_eid=1-s2.0-003132039390135J&_acct=C000228598&_version=1&_userid=10&_ts=1325019033&md5=cbf858eee82684930c4293d06ac63803", "note": "", "contentType": "application/pdf", "charset": "", "tags": [], "relations": {}, "dateAdded": "2011-12-27T20:50:41Z", "dateModified": "2011-12-27T20:50:41Z" } }, { "key": "HWWACBCB", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/HWWACBCB", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/HWWACBCB", "type": "text/html" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } }, "creatorSummary": "Pal and Pal", "parsedDate": "1993-09", "numChildren": 2 }, "data": { "key": "HWWACBCB", "version": 1, "itemType": "journalArticle", "title": "A review on image segmentation techniques", "creators": [ { "creatorType": "author", "firstName": "Nikhil R", "lastName": "Pal" }, { "creatorType": "author", "firstName": "Sankar K", "lastName": "Pal" } ], "abstractNote": "Many image segmentation techniques are available in the literature. Some of these techniques use only the gray level histogram, some use spatial details while others use fuzzy set theoretic approaches. Most of these techniques are not suitable for noisy environments. Some works have been done using the Markov Random Field (MRF) model which is robust to noise, but is computationally involved. Neural network architectures which help to get the output in real time because of their parallel processing ability, have also been used for segmentation and they work fine even when the noise level is very high. The literature on color image segmentation is not that rich as it is for gray tone images. This paper critically reviews and summarizes some of these techniques. Attempts have been made to cover both fuzzy and non-fuzzy techniques including color image segmentation and neural network based approaches. Adequate attention is paid to segmentation of range images and magnetic resonance images. It also addresses the issue of quantitative evaluation of segmentation results.", "publicationTitle": "Pattern Recognition", "publisher": "", "place": "", "date": "September 1993", "volume": "26", "issue": "9", "section": "", "partNumber": "", "partTitle": "", "pages": "1277-1294", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1016/0031-3203(93)90135-J", "citationKey": "", "url": "http://www.sciencedirect.com/science/article/pii/003132039390135J", "accessDate": "2011-12-27T20:50:41Z", "PMID": "", "PMCID": "", "ISSN": "0031-3203", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "ScienceDirect", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "Clustering", "type": 1 }, { "tag": "Edge detection", "type": 1 }, { "tag": "Fuzzy sets", "type": 1 }, { "tag": "Image segmentation", "type": 1 }, { "tag": "Markov Random Field", "type": 1 }, { "tag": "Relaxation", "type": 1 }, { "tag": "Thresholding", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2011-12-27T20:50:41Z", "dateModified": "2011-12-27T20:50:41Z" } }, { "key": "43V4XQRX", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/43V4XQRX", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/43V4XQRX", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/63703/items/QF9ATRDS", "type": "application/json" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } } }, "data": { "key": "43V4XQRX", "version": 1, "parentItem": "QF9ATRDS", "itemType": "attachment", "linkMode": "linked_url", "title": "ScienceDirect Snapshot", "accessDate": "2011-12-27T20:48:53Z", "url": "http://www.sciencedirect.com/science/article/pii/S0734189X85901537", "note": "", "contentType": "text/html", "charset": "", "tags": [], "relations": {}, "dateAdded": "2011-12-27T20:48:53Z", "dateModified": "2011-12-27T20:48:53Z" } }, { "key": "W7RUMWF3", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/W7RUMWF3", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/W7RUMWF3", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/63703/items/QF9ATRDS", "type": "application/json" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } } }, "data": { "key": "W7RUMWF3", "version": 1, "parentItem": "QF9ATRDS", "itemType": "attachment", "linkMode": "linked_url", "title": "ScienceDirect Full Text PDF", "accessDate": "2011-12-27T20:48:53Z", "url": "http://www.sciencedirect.com/science?_ob=ShoppingCartURL&_method=add&_eid=1-s2.0-S0734189X85901537&_acct=C000228598&_version=1&_userid=10&_ts=1325018917&md5=578f8f19f5ef0b41624808302f780c9f", "note": "", "contentType": "application/pdf", "charset": "", "tags": [], "relations": {}, "dateAdded": "2011-12-27T20:48:53Z", "dateModified": "2011-12-27T20:48:53Z" } }, { "key": "QF9ATRDS", "version": 1, "library": { "type": "group", "id": 63703, "name": "Image segmentation UNLV", "links": { "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/63703/items/QF9ATRDS", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/image_segmentation_unlv/items/QF9ATRDS", "type": "text/html" } }, "meta": { "createdByUser": { "id": 861016, "username": "kranthipotteti", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/kranthipotteti", "type": "text/html" } } }, "creatorSummary": "Haralick and Shapiro", "parsedDate": "1985-01", "numChildren": 2 }, "data": { "key": "QF9ATRDS", "version": 1, "itemType": "journalArticle", "title": "Image segmentation techniques", "creators": [ { "creatorType": "author", "firstName": "Robert M.", "lastName": "Haralick" }, { "creatorType": "author", "firstName": "Linda G.", "lastName": "Shapiro" } ], "abstractNote": "There are now a wide variety of image segmentation techniques, some considered general purpose and some designed for specific classes of images. These techniques can be classified as: measurement space guided spatial clustering, single linkage region growing schemes, hybrid linkage region growing schemes, centroid linkage region growing schemes, spatial clustering schemes, and split-and-merge schemes. In this paper, each of the major classes of image segmentation techniques is defined and several specific examples of each class of algorithm are described. The techniques are illustrated with examples of segmentations performed on real images.", "publicationTitle": "Computer Vision, Graphics, and Image Processing", "publisher": "", "place": "", "date": "January 1985", "volume": "29", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "100-132", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1016/S0734-189X(85)90153-7", "citationKey": "", "url": "http://www.sciencedirect.com/science/article/pii/S0734189X85901537", "accessDate": "2011-12-27T20:48:53Z", "PMID": "", "PMCID": "", "ISSN": "0734-189X", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "ScienceDirect", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2011-12-27T20:48:53Z", "dateModified": "2011-12-27T20:48:53Z" } } ]