{"id":"https://openalex.org/W4404294666","doi":"https://doi.org/10.1109/m2vip62491.2024.10746205","title":"A Study of Open-Source Leaf Instance Segmentation Approaches Against Diverse Leaf Datasets","display_name":"A Study of Open-Source Leaf Instance Segmentation Approaches Against Diverse Leaf Datasets","publication_year":2024,"publication_date":"2024-10-03","ids":{"openalex":"https://openalex.org/W4404294666","doi":"https://doi.org/10.1109/m2vip62491.2024.10746205"},"language":"en","primary_location":{"id":"doi:10.1109/m2vip62491.2024.10746205","is_oa":false,"landing_page_url":"https://doi.org/10.1109/m2vip62491.2024.10746205","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 30th International Conference on Mechatronics and Machine Vision in Practice (M2VIP)","raw_type":"proceedings-article"},"type":"article","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/A5091653861","display_name":"J. Abe","orcid":null},"institutions":[{"id":"https://openalex.org/I5996616","display_name":"De La Salle University","ror":"https://ror.org/04xftk194","country_code":"PH","type":"education","lineage":["https://openalex.org/I5996616"]}],"countries":["PH"],"is_corresponding":true,"raw_author_name":"John Wesley Abe","raw_affiliation_strings":["De La Salle University,College of Computer Science,Manila,Philippines"],"affiliations":[{"raw_affiliation_string":"De La Salle University,College of Computer Science,Manila,Philippines","institution_ids":["https://openalex.org/I5996616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009938176","display_name":"Joel Ilao","orcid":"https://orcid.org/0000-0001-7601-6605"},"institutions":[{"id":"https://openalex.org/I5996616","display_name":"De La Salle University","ror":"https://ror.org/04xftk194","country_code":"PH","type":"education","lineage":["https://openalex.org/I5996616"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Joel Ilao","raw_affiliation_strings":["De La Salle University,College of Computer Science,Manila,Philippines"],"affiliations":[{"raw_affiliation_string":"De La Salle University,College of Computer Science,Manila,Philippines","institution_ids":["https://openalex.org/I5996616"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5091653861"],"corresponding_institution_ids":["https://openalex.org/I5996616"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11416419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14365","display_name":"Leaf Properties and Growth Measurement","score":0.9977999925613403,"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"}},"topics":[{"id":"https://openalex.org/T14365","display_name":"Leaf Properties and Growth Measurement","score":0.9977999925613403,"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"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9908000230789185,"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"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9319000244140625,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6695621609687805},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6085770130157471},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.5962313413619995},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.46967869997024536},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4434175491333008},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3349760174751282},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.07977253198623657}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6695621609687805},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6085770130157471},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.5962313413619995},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.46967869997024536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4434175491333008},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3349760174751282},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.07977253198623657},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/m2vip62491.2024.10746205","is_oa":false,"landing_page_url":"https://doi.org/10.1109/m2vip62491.2024.10746205","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 30th International Conference on Mechatronics and Machine Vision in Practice (M2VIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2031489346","https://openalex.org/W2108358988","https://openalex.org/W2278786050","https://openalex.org/W2768701195","https://openalex.org/W2925510773","https://openalex.org/W2962676885","https://openalex.org/W2963150697","https://openalex.org/W2963652396","https://openalex.org/W3047532279","https://openalex.org/W3207510978","https://openalex.org/W4212992032","https://openalex.org/W4390190628","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4401008913","https://openalex.org/W6689298463"],"related_works":["https://openalex.org/W2124842464","https://openalex.org/W2382657549","https://openalex.org/W4376877853","https://openalex.org/W4379231730","https://openalex.org/W75565505","https://openalex.org/W4389858081","https://openalex.org/W4214847518","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W1522196789"],"abstract_inverted_index":{"In":[0],"the":[1,66,83,96,103],"quest":[2],"for":[3,15,98],"sustainable":[4],"agriculture":[5],"and":[6,20,51,72,86,115],"accurate":[7,108],"yield":[8],"prediction,":[9],"deep":[10,34],"learning":[11,35],"approaches":[12],"are":[13],"utilized":[14],"leaf":[16,36,100,109],"segmentation":[17,37,42],"to":[18,26,120],"automate":[19],"enhance":[21,121],"quantifying":[22],"plant":[23],"characteristics,":[24],"contributing":[25],"efficient":[27,112],"agricultural":[28],"practices.":[29],"This":[30],"study":[31],"compares":[32],"three":[33,64],"methods:":[38],"a":[39,44,52],"bottom-up":[40,104],"instance":[41],"method,":[43],"Segment":[45],"Anything":[46],"Model":[47],"(SAM)":[48],"with":[49,107],"post-processing,":[50],"fine-tuned":[53,79],"Mask":[54,80],"R-CNN.":[55],"Their":[56],"performance":[57,122],"is":[58,118],"evaluated":[59],"using":[60],"standard":[61],"metrics":[62],"on":[63],"datasets:":[65],"CVPPP":[67],"Leaf":[68],"Segmentation":[69],"Challenge,":[70],"Komatsuna,":[71],"Michigan":[73],"State":[74],"University":[75],"Dense":[76],"Leaves.":[77],"The":[78,92],"R-CNN":[81],"achieves":[82],"highest":[84],"precision":[85],"dice":[87],"scores,":[88],"indicating":[89],"superior":[90],"performance.":[91],"SAM":[93],"approach":[94],"demonstrates":[95],"potential":[97],"zero-shot":[99],"segmentation,":[101],"while":[102,123],"method":[105],"struggles":[106],"delineation.":[110],"Exploring":[111],"tuning":[113],"techniques":[114],"lightweight":[116],"models":[117],"recommended":[119],"reducing":[124],"computational":[125],"demands.":[126]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
