{"id":"https://openalex.org/W7214214901","doi":"https://doi.org/10.1007/s41064-026-00421-x","title":"A Transformer-Driven Framework for High-Resolution Gully Inventory Basemap Generation to Support Land Management","display_name":"A Transformer-Driven Framework for High-Resolution Gully Inventory Basemap Generation to Support Land Management","publication_year":2026,"publication_date":"2026-09-24","ids":{"openalex":"https://openalex.org/W7214214901","doi":"https://doi.org/10.1007/s41064-026-00421-x"},"language":"en","primary_location":{"id":"doi:10.1007/s41064-026-00421-x","doi":"https://doi.org/10.1007/s41064-026-00421-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41064-026-00421-x","pdf_url":null,"source":{"id":"https://openalex.org/S4210179018","display_name":"PFG \u2013 Journal of Photogrammetry Remote Sensing and Geoinformation Science","issn_l":"2512-2789","issn":["2512-2789","2512-2819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PFG \u2013 Journal of Photogrammetry, Remote Sensing and Geoinformation Science","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W7214214901"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119466612","display_name":"Manar El Kihel","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210164065","display_name":"Universit\u00e9 Hassan II Mohammedia","ror":"https://ror.org/058gnfy87","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210164065"]},{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Manar El Kihel","raw_affiliation_strings":["FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco","institution_ids":["https://openalex.org/I4210164065","https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116475142","display_name":"El Mehdi El Gana","orcid":"https://orcid.org/0009-0001-3659-9110","observed_orcids":["https://orcid.org/0009-0001-3659-9110"]},"institutions":[{"id":"https://openalex.org/I4210164065","display_name":"Universit\u00e9 Hassan II Mohammedia","ror":"https://ror.org/058gnfy87","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210164065"]},{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"El Mehdi El Gana","raw_affiliation_strings":["FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco","institution_ids":["https://openalex.org/I4210164065","https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063646935","display_name":"Laila Saafadi","orcid":"https://orcid.org/0000-0002-6099-5797","observed_orcids":["https://orcid.org/0000-0002-6099-5797"]},"institutions":[{"id":"https://openalex.org/I4210164065","display_name":"Universit\u00e9 Hassan II Mohammedia","ror":"https://ror.org/058gnfy87","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210164065"]},{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Laila Saafadi","raw_affiliation_strings":["FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco","institution_ids":["https://openalex.org/I4210164065","https://openalex.org/I99297268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056440807","display_name":"Latifa Mouhir","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210164065","display_name":"Universit\u00e9 Hassan II Mohammedia","ror":"https://ror.org/058gnfy87","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210164065"]},{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Latifa Mouhir","raw_affiliation_strings":["FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco","institution_ids":["https://openalex.org/I4210164065","https://openalex.org/I99297268"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5152682840","display_name":"Abdessalam Ouallali","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210164065","display_name":"Universit\u00e9 Hassan II Mohammedia","ror":"https://ror.org/058gnfy87","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210164065"]},{"id":"https://openalex.org/I99297268","display_name":"University of Hassan II Casablanca","ror":"https://ror.org/001q4kn48","country_code":"MA","type":"education","lineage":["https://openalex.org/I99297268"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdessalam Ouallali","raw_affiliation_strings":["FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FST-Mohammedia, BP 146, Hassan II University of Casablanca, Mohammedia, Morocco","institution_ids":["https://openalex.org/I4210164065","https://openalex.org/I99297268"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5119466612"],"corresponding_institution_ids":["https://openalex.org/I4210164065","https://openalex.org/I99297268"],"apc_list":{"value":3490,"currency":"USD","value_usd":3490},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10889","display_name":"Soil erosion and sediment transport","score":0.7846999764442444,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil 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"}},"topics":[{"id":"https://openalex.org/T10889","display_name":"Soil erosion and sediment transport","score":0.7846999764442444,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil 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"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.14399999380111694,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.0210999995470047,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/gully-erosion","display_name":"gully erosion","score":0.9869999885559082},{"id":"https://openalex.org/keywords/segformer","display_name":"SegFormer","score":0.6990000009536743},{"id":"https://openalex.org/keywords/rgb-satellite-imagery","display_name":"RGB satellite imagery","score":0.8190000057220459},{"id":"https://openalex.org/keywords/land-management","display_name":"land management","score":0.7429999709129333},{"id":"https://openalex.org/keywords/soil-loss","display_name":"soil loss","score":0.6639999747276306},{"id":"https://openalex.org/keywords/multiscale-feature-fusion","display_name":"multi-scale feature fusion","score":0.8140000104904175},{"id":"https://openalex.org/keywords/landform-mapping","display_name":"landform mapping","score":0.48500001430511475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5764999985694885},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.503000020980835},{"id":"https://openalex.org/C161840515","wikidata":"https://www.wikidata.org/wiki/Q186131","display_name":"Terrain","level":2,"score":0.4869000017642975},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4724000096321106},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.47209998965263367},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.4544000029563904},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.43459999561309814},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.4099000096321106},{"id":"https://openalex.org/C136085584","wikidata":"https://www.wikidata.org/wiki/Q910289","display_name":"Overlay","level":2,"score":0.4043999910354614},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.39500001072883606},{"id":"https://openalex.org/C82789328","wikidata":"https://www.wikidata.org/wiki/Q922585","display_name":"Orthophoto","level":2,"score":0.38269999623298645},{"id":"https://openalex.org/C108497213","wikidata":"https://www.wikidata.org/wiki/Q271669","display_name":"Landform","level":2,"score":0.37720000743865967},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3675000071525574},{"id":"https://openalex.org/C75145180","wikidata":"https://www.wikidata.org/wiki/Q772007","display_name":"Georeference","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C181843262","wikidata":"https://www.wikidata.org/wiki/Q640492","display_name":"Digital elevation model","level":2,"score":0.3528999984264374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3513000011444092},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.34049999713897705},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.3280999958515167},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3174000084400177},{"id":"https://openalex.org/C150140777","wikidata":"https://www.wikidata.org/wiki/Q960648","display_name":"Point of interest","level":2,"score":0.31349998712539673},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.3086000084877014},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C203689450","wikidata":"https://www.wikidata.org/wiki/Q2302053","display_name":"Spatial database","level":3,"score":0.29440000653266907},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C2778102629","wikidata":"https://www.wikidata.org/wiki/Q725252","display_name":"Satellite imagery","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C132943942","wikidata":"https://www.wikidata.org/wiki/Q2562511","display_name":"Footprint","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C133214962","wikidata":"https://www.wikidata.org/wiki/Q191839","display_name":"Aerial photography","level":2,"score":0.27459999918937683},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.27300000190734863},{"id":"https://openalex.org/C123046963","wikidata":"https://www.wikidata.org/wiki/Q22664","display_name":"Geographic coordinate system","level":2,"score":0.26809999346733093},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.26350000500679016},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C502990516","wikidata":"https://www.wikidata.org/wiki/Q3395383","display_name":"Agricultural land","level":3,"score":0.26109999418258667},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C2780719617","wikidata":"https://www.wikidata.org/wiki/Q1030752","display_name":"Salient","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.25780001282691956}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s41064-026-00421-x","doi":"https://doi.org/10.1007/s41064-026-00421-x","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s41064-026-00421-x","pdf_url":null,"source":{"id":"https://openalex.org/S4210179018","display_name":"PFG \u2013 Journal of Photogrammetry Remote Sensing and Geoinformation Science","issn_l":"2512-2789","issn":["2512-2789","2512-2819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PFG \u2013 Journal of Photogrammetry, Remote Sensing and Geoinformation Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7605999708175659,"id":"https://metadata.un.org/sdg/15","display_name":"Life on land"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2009797737","https://openalex.org/W2064938450","https://openalex.org/W2154071063","https://openalex.org/W2565639579","https://openalex.org/W2620082686","https://openalex.org/W2769965774","https://openalex.org/W2884436604","https://openalex.org/W2884822772","https://openalex.org/W2917883159","https://openalex.org/W2963476430","https://openalex.org/W2964309882","https://openalex.org/W2991497844","https://openalex.org/W3081374149","https://openalex.org/W3087870633","https://openalex.org/W3119997354","https://openalex.org/W3134089980","https://openalex.org/W3135057287","https://openalex.org/W3161838454","https://openalex.org/W3182106307","https://openalex.org/W3210455980","https://openalex.org/W4206290629","https://openalex.org/W4285084169","https://openalex.org/W4319019665","https://openalex.org/W4322502493","https://openalex.org/W4362717999","https://openalex.org/W4378839752","https://openalex.org/W4382762606","https://openalex.org/W4385319222","https://openalex.org/W4385370182","https://openalex.org/W4388304222","https://openalex.org/W4390667611","https://openalex.org/W4391258509","https://openalex.org/W4392167575","https://openalex.org/W4399362717","https://openalex.org/W4399910079","https://openalex.org/W4400096590","https://openalex.org/W4401368711","https://openalex.org/W4401580108","https://openalex.org/W4402978442","https://openalex.org/W4403016694","https://openalex.org/W4404521291","https://openalex.org/W4405573290","https://openalex.org/W4405674642","https://openalex.org/W4405869558","https://openalex.org/W4406260294","https://openalex.org/W4408350681","https://openalex.org/W4409346505","https://openalex.org/W4409519008","https://openalex.org/W4409795241","https://openalex.org/W4409964042","https://openalex.org/W4409991389","https://openalex.org/W4410302472","https://openalex.org/W4410326592","https://openalex.org/W4410856517","https://openalex.org/W4413021008","https://openalex.org/W4413223658","https://openalex.org/W4413801177","https://openalex.org/W4415436576","https://openalex.org/W4415533430","https://openalex.org/W4415732703","https://openalex.org/W4416128734","https://openalex.org/W4416941421","https://openalex.org/W4417442996","https://openalex.org/W7124460455","https://openalex.org/W7125605503","https://openalex.org/W7140227124"],"related_works":["https://openalex.org/W7161703654","https://openalex.org/W6912797629","https://openalex.org/W2802910472","https://openalex.org/W4386264172","https://openalex.org/W2720510343","https://openalex.org/W7204480348","https://openalex.org/W2978814103","https://openalex.org/W4389802856","https://openalex.org/W3009753677","https://openalex.org/W7124657004"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-09-25T00:00:00"}
