Unsupervised spectral pattern recognition for multispectral images by means of a genetic programming approach

Name: Work Video:
Duration: 3 min 30 s
Description: An innovative approach to spectral pattern recognition for multispectral images based on genetic programming is introduced. The problem is faced in terms of unsupervised pixel classification. The system is tested on a multispectral image with 31 spectral bands and 256-256 pixels. A good quality clustered output image is obtained.
Ivanoe De Falco; E. Tarantino; Antonio Della Cioppa
{'id': 'https://openalex.org/W1517037119', 'doi': 'https://doi.org/10.1109/cec.2002.1006239', 'title': 'Unsupervised spectral pattern recognition for multispectral images by means of a genetic programming approach', 'display_name': 'Unsupervised spectral pattern recognition for multispectral images by means of a genetic programming approach', 'publication_year': 2003, 'publication_date': '2003-06-25', 'ids': {'openalex': 'https://openalex.org/W1517037119', 'doi': 'https://doi.org/10.1109/cec.2002.1006239', 'mag': '1517037119'}, 'language': 'en', 'primary_location': {'is_oa': False, 'landing_page_url': 'https://doi.org/10.1109/cec.2002.1006239', 'pdf_url': None, 'source': None, 'license': None, 'license_id': None, 'version': None, 'is_accepted': False, 'is_published': False}, 'type': 'article', 'type_crossref': 'proceedings-article', 'indexed_in': ['crossref'], 'open_access': {'is_oa': True, 'oa_status': 'green', 'oa_url': 'http://dynamics.org/~altenber/UH_ICS/EC_REFS/GP_REFS/IEEE/WCCI2002/7139.pdf', 'any_repository_has_fulltext': True}, 'authorships': [{'author_position': 'first', 'author': {'id': 'https://openalex.org/A5008040085', 'display_name': 'Ivanoe De Falco', 'orcid': 'https://orcid.org/0000-0001-6127-1195'}, 'institutions': [{'id': 'https://openalex.org/I197604219', 'display_name': 'National Academies of Sciences, Engineering, and Medicine', 'ror': 'https://ror.org/02eq2w707', 'country_code': 'US', 'type': 'government', 'lineage': ['https://openalex.org/I197604219']}], 'countries': ['US'], 'is_corresponding': False, 'raw_author_name': 'I. De Falco', 'raw_affiliation_strings': ['ISPAIM, Nat. Res. Council of Italy, Naples, Italy'], 'affiliations': [{'raw_affiliation_string': 'ISPAIM, Nat. Res. Council of Italy, Naples, Italy', 'institution_ids': ['https://openalex.org/I197604219']}]}, {'author_position': 'middle', 'author': {'id': 'https://openalex.org/A5087379941', 'display_name': 'E. Tarantino', 'orcid': 'https://orcid.org/0000-0002-6988-7901'}, 'institutions': [{'id': 'https://openalex.org/I197604219', 'display_name': 'National Academies of Sciences, Engineering, and Medicine', 'ror': 'https://ror.org/02eq2w707', 'country_code': 'US', 'type': 'government', 'lineage': ['https://openalex.org/I197604219']}], 'countries': ['US'], 'is_corresponding': False, 'raw_author_name': 'E. Tarantino', 'raw_affiliation_strings': ['ISPAIM, Nat. Res. Council of Italy, Naples, Italy'], 'affiliations': [{'raw_affiliation_string': 'ISPAIM, Nat. Res. Council of Italy, Naples, Italy', 'institution_ids': ['https://openalex.org/I197604219']}]}, {'author_position': 'last', 'author': {'id': 'https://openalex.org/A5087041607', 'display_name': 'Antonio Della Cioppa', 'orcid': 'https://orcid.org/0000-0002-4092-6102'}, 'institutions': [{'id': 'https://openalex.org/I66862912', 'display_name': 'Chalmers University of Technology', 'ror': 'https://ror.org/040wg7k59', 'country_code': 'SE', 'type': 'education', 'lineage': ['https://openalex.org/I66862912']}], 'countries': ['SE'], 'is_corresponding': False, 'raw_author_name': 'A. Della Cioppa', 'raw_affiliation_strings': ['Complex Syst. Group, Chalmers Univ. of Technol., Goteborg, Sweden'], 'affiliations': [{'raw_affiliation_string': 'Complex Syst. Group, Chalmers Univ. of Technol., Goteborg, Sweden', 'institution_ids': ['https://openalex.org/I66862912']}]}], 'institution_assertions': [], 'countries_distinct_count': 2, 'institutions_distinct_count': 2, 'corresponding_author_ids': [], 'corresponding_institution_ids': [], 'apc_list': None, 'apc_paid': None, 'fwci': 0.698, 'has_fulltext': True, 'fulltext_origin': 'ngrams', 'cited_by_count': 7, 'citation_normalized_percentile': {'value': 0.63513, 'is_in_top_1_percent': False, 'is_in_top_10_percent': False}, 'cited_by_percentile_year': {'min': 77, 'max': 78}, 'biblio': {'volume': None, 'issue': None, 'first_page': None, 'last_page': None}, 'is_retracted': False, 'is_paratext': False, 'primary_topic': {'id': 'https://openalex.org/T11975', 'display_name': 'Evolutionary Algorithms and Applications', 'score': 0.9959, 'subfield': {'id': 'https://openalex.org/subfields/1702', 'display_name': 'Artificial Intelligence'}, 'field': {'id': 'https://openalex.org/fields/17', 'display_name': 'Computer Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, 'topics': [{'id': 'https://openalex.org/T11975', 'display_name': 'Evolutionary Algorithms and Applications', 'score': 0.9959, 'subfield': {'id': 'https://openalex.org/subfields/1702', 'display_name': 'Artificial Intelligence'}, 'field': {'id': 'https://openalex.org/fields/17', 'display_name': 'Computer Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, {'id': 'https://openalex.org/T10320', 'display_name': 'Neural Networks and Applications', 'score': 0.9704, 'subfield': {'id': 'https://openalex.org/subfields/1702', 'display_name': 'Artificial Intelligence'}, 'field': {'id': 'https://openalex.org/fields/17', 'display_name': 'Computer Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, {'id': 'https://openalex.org/T10616', 'display_name': 'Smart Agriculture and AI', 'score': 0.9419, 'subfield': {'id': 'https://openalex.org/subfields/1110', 'display_name': 'Plant Science'}, 'field': {'id': 'https://openalex.org/fields/11', 'display_name': 'Agricultural and Biological Sciences'}, 'domain': {'id': 'https://openalex.org/domains/1', 'display_name': 'Life Sciences'}}], 'keywords': [{'id': 'https://openalex.org/keywords/multispectral-pattern-recognition', 'display_name': 'Multispectral pattern recognition', 'score': 0.76002747}], 'concepts': [{'id': 'https://openalex.org/C173163844', 'wikidata': 'https://www.wikidata.org/wiki/Q1761440', 'display_name': 'Multispectral image', 'level': 2, 'score': 0.96831656}, {'id': 'https://openalex.org/C104541649', 'wikidata': 'https://www.wikidata.org/wiki/Q6935090', 'display_name': 'Multispectral pattern recognition', 'level': 3, 'score': 0.76002747}, {'id': 'https://openalex.org/C160633673', 'wikidata': 'https://www.wikidata.org/wiki/Q355198', 'display_name': 'Pixel', 'level': 2, 'score': 0.733516}, {'id': 'https://openalex.org/C154945302', 'wikidata': 'https://www.wikidata.org/wiki/Q11660', 'display_name': 'Artificial intelligence', 'level': 1, 'score': 0.72824126}, {'id': 'https://openalex.org/C110332635', 'wikidata': 'https://www.wikidata.org/wiki/Q629498', 'display_name': 'Genetic programming', 'level': 2, 'score': 0.71642613}, {'id': 'https://openalex.org/C41008148', 'wikidata': 'https://www.wikidata.org/wiki/Q21198', 'display_name': 'Computer science', 'level': 0, 'score': 0.69311684}, {'id': 'https://openalex.org/C153180895', 'wikidata': 'https://www.wikidata.org/wiki/Q7148389', 'display_name': 'Pattern recognition (psychology)', 'level': 2, 'score': 0.57433903}, {'id': 'https://openalex.org/C31972630', 'wikidata': 'https://www.wikidata.org/wiki/Q844240', 'display_name': 'Computer vision', 'level': 1, 'score': 0.50417244}, {'id': 'https://openalex.org/C115961682', 'wikidata': 'https://www.wikidata.org/wiki/Q860623', 'display_name': 'Image (mathematics)', 'level': 2, 'score': 0.42151392}, {'id': 'https://openalex.org/C8880873', 'wikidata': 'https://www.wikidata.org/wiki/Q187787', 'display_name': 'Genetic algorithm', 'level': 2, 'score': 0.41448128}, {'id': 'https://openalex.org/C119857082', 'wikidata': 'https://www.wikidata.org/wiki/Q2539', 'display_name': 'Machine learning', 'level': 1, 'score': 0.09990978}], 'mesh': [], 'locations_count': 2, 'locations': [{'is_oa': False, 'landing_page_url': 'https://doi.org/10.1109/cec.2002.1006239', 'pdf_url': None, 'source': None, 'license': None, 'license_id': None, 'version': None, 'is_accepted': False, 'is_published': False}, {'is_oa': True, 'landing_page_url': 'http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.651.1201', 'pdf_url': 'http://dynamics.org/~altenber/UH_ICS/EC_REFS/GP_REFS/IEEE/WCCI2002/7139.pdf', 'source': {'id': 'https://openalex.org/S4306400349', 'display_name': 'CiteSeer X (The Pennsylvania State University)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I130769515', 'host_organization_name': 'Pennsylvania State University', 'host_organization_lineage': ['https://openalex.org/I130769515'], 'host_organization_lineage_names': ['Pennsylvania State University'], 'type': 'repository'}, 'license': None, 'license_id': None, 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}], 'best_oa_location': {'is_oa': True, 'landing_page_url': 'http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.651.1201', 'pdf_url': 'http://dynamics.org/~altenber/UH_ICS/EC_REFS/GP_REFS/IEEE/WCCI2002/7139.pdf', 'source': {'id': 'https://openalex.org/S4306400349', 'display_name': 'CiteSeer X (The Pennsylvania State University)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I130769515', 'host_organization_name': 'Pennsylvania State University', 'host_organization_lineage': ['https://openalex.org/I130769515'], 'host_organization_lineage_names': ['Pennsylvania State University'], 'type': 'repository'}, 'license': None, 'license_id': None, 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}, 'sustainable_development_goals': [], 'grants': [], 'datasets': [], 'versions': [], 'referenced_works_count': 15, 'referenced_works': ['https://openalex.org/W100931859', 'https://openalex.org/W1576818901', 'https://openalex.org/W159814663', 'https://openalex.org/W1600352906', 'https://openalex.org/W1604446185', 'https://openalex.org/W1976978080', 'https://openalex.org/W1978794797', 'https://openalex.org/W1993489971', 'https://openalex.org/W1998902551', 'https://openalex.org/W2005073772', 'https://openalex.org/W2066015174', 'https://openalex.org/W2130349896', 'https://openalex.org/W2312997001', 'https://openalex.org/W2414056954', 'https://openalex.org/W271388391'], 'related_works': ['https://openalex.org/W4382563209', 'https://openalex.org/W2777937183', 'https://openalex.org/W2138664739', 'https://openalex.org/W2128126485', 'https://openalex.org/W2126922921', 'https://openalex.org/W2124952510', 'https://openalex.org/W2108633818', 'https://openalex.org/W1995889410', 'https://openalex.org/W1752760603', 'https://openalex.org/W1634492240'], 'abstract_inverted_index': {'An': [0], 'innovative': [1], 'approach': [2], 'to': [3], 'spectral': [4, 36], 'pattern': [5], 'recognition': [6], 'for': [7], 'multispectral': [8, 32], 'images': [9], 'based': [10], 'on': [11, 30], 'genetic': [12], 'programming': [13], 'is': [14, 18, 28, 47], 'introduced.': [15], 'The': [16, 26], 'problem': [17], 'faced': [19], 'in': [20], 'terms': [21], 'of': [22], 'unsupervised': [23], 'pixel': [24], 'classification.': [25], 'system': [27], 'tested': [29], 'a': [31], 'image': [33, 46], 'with': [34], '31': [35], 'bands': [37], 'and': [38], '256-256': [39], 'pixels.': [40], 'A': [41], 'good': [42], 'quality': [43], 'clustered': [44], 'output': [45], 'obtained.': [48]}, 'cited_by_api_url': 'https://api.openalex.org/works?filter=cites:W1517037119', 'counts_by_year': [{'year': 2012, 'cited_by_count': 1}], 'updated_date': '2024-12-11T14:22:49.044231', 'created_date': '2016-06-24'}
Publication Information

Basic Information

Access and Citation

AI Researcher Chatbot

Primary Location

Authors

Topics

Keywords

Related Works
