{"id":"https://openalex.org/W4402828346","doi":"https://doi.org/10.3390/rs16193562","title":"A Multi-Scale Content-Structure Feature Extraction Network Applied to Gully Extraction","display_name":"A Multi-Scale Content-Structure Feature Extraction Network Applied to Gully Extraction","publication_year":2024,"publication_date":"2024-09-25","ids":{"openalex":"https://openalex.org/W4402828346","doi":"https://doi.org/10.3390/rs16193562"},"language":"en","primary_location":{"id":"doi:10.3390/rs16193562","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16193562","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/rs16193562","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109788900","display_name":"Feiyang Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiyang Dong","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111542164","display_name":"Jizhong Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jizhong Jin","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440426","display_name":"Lei Li","orcid":"https://orcid.org/0000-0003-4502-7533"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Li","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015072587","display_name":"Heyang Li","orcid":"https://orcid.org/0000-0001-9794-5075"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Heyang Li","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115588781","display_name":"Yucheng Zhang","orcid":"https://orcid.org/0009-0003-0766-7115"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yucheng Zhang","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5115588781"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.3748,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.82222677,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"16","issue":"19","first_page":"3562","last_page":"3562"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9746999740600586,"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"}},"topics":[{"id":"https://openalex.org/T14339","display_name":"Image Processing and 3D Reconstruction","score":0.9746999740600586,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9678999781608582,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10889","display_name":"Soil erosion and sediment transport","score":0.9639000296592712,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.6082854866981506},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5274441838264465},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3678462505340576},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.07197168469429016},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.05308696627616882}],"concepts":[{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.6082854866981506},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5274441838264465},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3678462505340576},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.07197168469429016},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.05308696627616882},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs16193562","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16193562","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3dcad49a6e9c43dcb4b91fd2c8760de8","is_oa":true,"landing_page_url":"https://doaj.org/article/3dcad49a6e9c43dcb4b91fd2c8760de8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 16, Iss 19, p 3562 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs16193562","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16193562","pdf_url":null,"source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W53191069","https://openalex.org/W1821787620","https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W1965811734","https://openalex.org/W1978110877","https://openalex.org/W1980625442","https://openalex.org/W2057867677","https://openalex.org/W2074772891","https://openalex.org/W2092293062","https://openalex.org/W2110985329","https://openalex.org/W2139828874","https://openalex.org/W2149064628","https://openalex.org/W2194775991","https://openalex.org/W2251365809","https://openalex.org/W2271861124","https://openalex.org/W2560023338","https://openalex.org/W2591954064","https://openalex.org/W2666784499","https://openalex.org/W2720510343","https://openalex.org/W2783769052","https://openalex.org/W2911688499","https://openalex.org/W2921891839","https://openalex.org/W2954996726","https://openalex.org/W2981689412","https://openalex.org/W2986126070","https://openalex.org/W3005196103","https://openalex.org/W3009753677","https://openalex.org/W3010757542","https://openalex.org/W3016794870","https://openalex.org/W3031404175","https://openalex.org/W3032116777","https://openalex.org/W3034307881","https://openalex.org/W3034902017","https://openalex.org/W3094774238","https://openalex.org/W3106753828","https://openalex.org/W3114235910","https://openalex.org/W3122412340","https://openalex.org/W3126236051","https://openalex.org/W3128790617","https://openalex.org/W3166156627","https://openalex.org/W3171873561","https://openalex.org/W3183174367","https://openalex.org/W3199733685","https://openalex.org/W3199795281","https://openalex.org/W3210272707","https://openalex.org/W3210455980","https://openalex.org/W3212708089","https://openalex.org/W4206371277","https://openalex.org/W4213436958","https://openalex.org/W4226323522","https://openalex.org/W4280526090","https://openalex.org/W4283215527","https://openalex.org/W4290025123","https://openalex.org/W4293569751","https://openalex.org/W4295681312","https://openalex.org/W4306177171","https://openalex.org/W4309028162","https://openalex.org/W4310423857","https://openalex.org/W4312114404","https://openalex.org/W4367174885","https://openalex.org/W4376645276","https://openalex.org/W4377971341","https://openalex.org/W4380853265","https://openalex.org/W4385174380","https://openalex.org/W4385245566","https://openalex.org/W4385892673","https://openalex.org/W4386050623","https://openalex.org/W4386634500","https://openalex.org/W4386793521","https://openalex.org/W4387199878","https://openalex.org/W4390873988","https://openalex.org/W4391484958","https://openalex.org/W4392508947","https://openalex.org/W4393095888","https://openalex.org/W6687483927","https://openalex.org/W6739901393","https://openalex.org/W6798387234","https://openalex.org/W6809460470","https://openalex.org/W6846529796","https://openalex.org/W6856321676"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Black":[0],"soil":[1,5],"is":[2,9,16,35,57,133,290],"a":[3,49,101,108,160,187,275,291],"precious":[4],"resource,":[6],"yet":[7],"it":[8,56],"severely":[10],"affected":[11],"by":[12,148],"gully":[13,41,79,102,123,310,336],"erosion,":[14],"which":[15,305],"one":[17],"of":[18,23,28,33,40,52,58,82,86,177,181,203,230,273,277,282,309,323,328],"the":[19,29,38,78,83,87,130,136,142,156,175,178,182,200,204,208,218,228,240,252,259,307,321,326],"most":[20],"serious":[21],"manifestations":[22],"land":[24],"degradation.":[25],"The":[26,125,213],"determination":[27],"location":[30,322],"and":[31,97,99,120,141,170,173,196,206,247,264,279,294,312,330],"shape":[32,327],"gullies":[34,69,299],"crucial":[36],"for":[37,297,335],"work":[39],"erosion":[42],"control.":[43],"Traditional":[44],"field":[45,95],"measurement":[46,98],"methods":[47],"consume":[48],"large":[50],"amount":[51],"human":[53],"resources,":[54],"so":[55],"great":[59],"significance":[60],"to":[61,66,115,165,192,210,319],"use":[62],"artificial":[63],"intelligence":[64],"techniques":[65],"automatically":[67],"extract":[68,211],"from":[70,300],"satellite":[71,234,301],"remote":[72,103,117,235,302],"sensing":[73,104,118,236,303],"images.":[74,237],"This":[75],"study":[76],"obtained":[77,128,151],"distribution":[80],"map":[81],"southwestern":[84],"region":[85],"Dahe":[88],"Bay":[89],"Farm":[90],"in":[91,233,255],"Inner":[92],"Mongolia":[93],"through":[94,129],"investigation":[96],"created":[100],"dataset.":[105],"We":[106,158],"designed":[107,147,159,186],"multi-scale":[109,137,143,219],"content":[110,144,162,171,220],"structure":[111,138,161,221],"feature":[112,189,222],"extraction":[113,139,145,223,311],"network":[114,132,164,224],"analyze":[116,325],"images":[119],"achieve":[121],"automatic":[122],"extraction.":[124],"multi-layer":[126],"information":[127,154],"resnet34":[131],"input":[134],"into":[135],"module":[140,146,191],"us,":[149],"respectively,":[150],"richer":[152],"intrinsic":[153],"about":[155],"image.":[157,183],"fusion":[163,190],"further":[166,193],"fuse":[167,194],"structural":[168],"features":[169,172],"improve":[174,207],"depth":[176],"model\u2019s":[179],"understanding":[180,202],"Finally,":[184],"we":[185],"muti-scale":[188],"low-level":[195],"high-level":[197],"information,":[198],"enhance":[199],"comprehensive":[201],"model,":[205],"ability":[209],"gullies.":[212],"experimental":[214],"results":[215,254,285],"show":[216],"that":[217,287],"can":[225],"effectively":[226],"avoid":[227],"interference":[229],"complex":[231],"backgrounds":[232],"Compared":[238],"with":[239,269,315],"classic":[241],"semantic":[242],"segmentation":[243],"models,":[244],"DeepLabV3+,":[245],"PSPNet,":[246],"UNet,":[248],"our":[249,288],"model":[250],"achieved":[251],"best":[253],"several":[256],"evaluation":[257],"metrics,":[258],"F1":[260,271],"score,":[261],"recall":[262,276],"rate,":[263],"intersection":[265],"over":[266],"union":[267],"(IoU),":[268],"an":[270,280,316],"score":[272],"0.745,":[274],"0.777,":[278],"IoU":[281],"0.586.":[283],"These":[284],"proved":[286],"method":[289,296],"highly":[292],"automated":[293],"reliable":[295],"extracting":[298],"images,":[304],"simplifies":[306],"process":[308],"provides":[313],"us":[314],"accurate":[317,333],"guide":[318],"locate":[320],"gullies,":[324,329],"then":[331],"provide":[332],"guidance":[334],"management.":[337]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
