{"id":"https://openalex.org/W4415141632","doi":"https://doi.org/10.3390/sym17101726","title":"Symmetry-Aware Superpixel-Enhanced Few-Shot Semantic Segmentation","display_name":"Symmetry-Aware Superpixel-Enhanced Few-Shot Semantic Segmentation","publication_year":2025,"publication_date":"2025-10-14","ids":{"openalex":"https://openalex.org/W4415141632","doi":"https://doi.org/10.3390/sym17101726"},"language":"en","primary_location":{"id":"doi:10.3390/sym17101726","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17101726","pdf_url":"https://www.mdpi.com/2073-8994/17/10/1726/pdf?version=1760426366","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/17/10/1726/pdf?version=1760426366","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030410082","display_name":"Lan Guo","orcid":"https://orcid.org/0000-0002-6069-0678"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lan Guo","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China"],"raw_orcid":"https://orcid.org/0000-0002-6069-0678","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070136748","display_name":"Xingran Li","orcid":null},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuyang Li","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China"],"raw_orcid":"https://orcid.org/0009-0000-1815-9501","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100783793","display_name":"Jinqiang Wang","orcid":"https://orcid.org/0000-0002-3500-2597"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinqiang Wang","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078784955","display_name":"Yuqi Tong","orcid":null},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuqi Tong","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045471152","display_name":"Jie Xiao","orcid":"https://orcid.org/0000-0003-1433-5437"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Xiao","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114549552","display_name":"Rui Zhou","orcid":"https://orcid.org/0000-0002-9968-6190"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Zhou","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114610971","display_name":"Ling-Huey Li","orcid":null},"institutions":[{"id":"https://openalex.org/I177918364","display_name":"Providence University","ror":"https://ror.org/03fcpsq87","country_code":"TW","type":"education","lineage":["https://openalex.org/I177918364"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ling-Huey Li","raw_affiliation_strings":["Department of Computer Science and Information Engineering, Providence University, Taichung 43301, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Providence University, Taichung 43301, Taiwan","institution_ids":["https://openalex.org/I177918364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113979790","display_name":"Qingguo Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingguo Zhou","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou 730000, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063188437","display_name":"Kuan\u2010Ching Li","orcid":"https://orcid.org/0000-0003-1381-4364"},"institutions":[{"id":"https://openalex.org/I177918364","display_name":"Providence University","ror":"https://ror.org/03fcpsq87","country_code":"TW","type":"education","lineage":["https://openalex.org/I177918364"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Kuan-Ching Li","raw_affiliation_strings":["Department of Computer Science and Information Engineering, Providence University, Taichung 43301, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-1381-4364","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Providence University, Taichung 43301, Taiwan","institution_ids":["https://openalex.org/I177918364"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5063188437","https://openalex.org/A5113979790"],"corresponding_institution_ids":["https://openalex.org/I177918364","https://openalex.org/I76214153"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":1.0044,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81248267,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"17","issue":"10","first_page":"1726","last_page":"1726"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9990000128746033,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9990000128746033,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9940000176429749,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/segmentation","display_name":"Segmentation","score":0.6432999968528748},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5835000276565552},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5360999703407288},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.5353999733924866},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.507099986076355},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4636000096797943},{"id":"https://openalex.org/keywords/adjacency-list","display_name":"Adjacency list","score":0.43220001459121704},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.4300999939441681},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.41760000586509705}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7803999781608582},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6432999968528748},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6266000270843506},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5835000276565552},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5360999703407288},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.5353999733924866},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.507099986076355},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4636000096797943},{"id":"https://openalex.org/C110484373","wikidata":"https://www.wikidata.org/wiki/Q264398","display_name":"Adjacency list","level":2,"score":0.43220001459121704},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.4300999939441681},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.41760000586509705},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.39169999957084656},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.37549999356269836},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.349700003862381},{"id":"https://openalex.org/C77660490","wikidata":"https://www.wikidata.org/wiki/Q244916","display_name":"Intermediate language","level":3,"score":0.34380000829696655},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.3199000060558319},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.31189998984336853},{"id":"https://openalex.org/C117258860","wikidata":"https://www.wikidata.org/wiki/Q895153","display_name":"Boundary representation","level":3,"score":0.31029999256134033},{"id":"https://openalex.org/C66882249","wikidata":"https://www.wikidata.org/wiki/Q169336","display_name":"Homogeneous","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.2976999878883362},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2939999997615814},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.2858000099658966},{"id":"https://openalex.org/C58737948","wikidata":"https://www.wikidata.org/wiki/Q3136397","display_name":"Connected-component labeling","level":5,"score":0.2718000113964081},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.26510000228881836},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.259799987077713},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2583000063896179},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.2549999952316284}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/sym17101726","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17101726","pdf_url":"https://www.mdpi.com/2073-8994/17/10/1726/pdf?version=1760426366","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/sym17101726","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17101726","pdf_url":"https://www.mdpi.com/2073-8994/17/10/1726/pdf?version=1760426366","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"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":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1771802064","display_name":null,"funder_award_id":"lzujbky-2021-sp43","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G1838065447","display_name":null,"funder_award_id":"U22A20261","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1908457480","display_name":null,"funder_award_id":"lzujbky-2019","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2847039660","display_name":null,"funder_award_id":"2020YFC0832500","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3488592339","display_name":null,"funder_award_id":"lzujbky-2022-kb12","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4387265687","display_name":null,"funder_award_id":"lzujbky-2020-sp02","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4905308571","display_name":null,"funder_award_id":"61402210","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5352243992","display_name":null,"funder_award_id":"lzujbky-2024-jdzx15","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5530093418","display_name":null,"funder_award_id":"2023YFB4503903","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G631846909","display_name":null,"funder_award_id":"lzujbky-2022","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6432905575","display_name":null,"funder_award_id":"lzujbky-2019-kb51","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6760281492","display_name":null,"funder_award_id":"2020YFC0832500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415141632.pdf","grobid_xml":"https://content.openalex.org/works/W4415141632.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W1901129140","https://openalex.org/W2031489346","https://openalex.org/W2144794286","https://openalex.org/W2194775991","https://openalex.org/W2412782625","https://openalex.org/W2560023338","https://openalex.org/W2963078159","https://openalex.org/W2963599420","https://openalex.org/W2963881378","https://openalex.org/W2964105864","https://openalex.org/W2965391153","https://openalex.org/W2981787211","https://openalex.org/W2988205463","https://openalex.org/W2997884746","https://openalex.org/W3033502887","https://openalex.org/W3034958977","https://openalex.org/W3047258141","https://openalex.org/W3090986860","https://openalex.org/W3106906018","https://openalex.org/W3108187451","https://openalex.org/W3108189450","https://openalex.org/W3110608229","https://openalex.org/W3120893267","https://openalex.org/W3140935014","https://openalex.org/W3154651309","https://openalex.org/W3159640305","https://openalex.org/W3166574225","https://openalex.org/W3167559252","https://openalex.org/W3169024950","https://openalex.org/W3169352167","https://openalex.org/W3176065502","https://openalex.org/W3204077273","https://openalex.org/W4214660208","https://openalex.org/W4214893857","https://openalex.org/W4296181602","https://openalex.org/W4307778354","https://openalex.org/W4312777193","https://openalex.org/W4313180545","https://openalex.org/W4313196086","https://openalex.org/W4318751704","https://openalex.org/W4360979595","https://openalex.org/W4362683490","https://openalex.org/W4376163385","https://openalex.org/W4385163296","https://openalex.org/W4386195362","https://openalex.org/W4386245957","https://openalex.org/W4387580310","https://openalex.org/W4390748585","https://openalex.org/W4391557921","https://openalex.org/W4391560482","https://openalex.org/W4391707549","https://openalex.org/W4392357940","https://openalex.org/W4401070596","https://openalex.org/W4402435390","https://openalex.org/W4402753894","https://openalex.org/W4402754281","https://openalex.org/W4403182012","https://openalex.org/W4404287555","https://openalex.org/W4404890824","https://openalex.org/W4405598539","https://openalex.org/W4405907314","https://openalex.org/W4406314479","https://openalex.org/W4406910065","https://openalex.org/W4408326908","https://openalex.org/W4410022112","https://openalex.org/W4412652537","https://openalex.org/W4413062386","https://openalex.org/W4413123340","https://openalex.org/W4414348659"],"related_works":[],"abstract_inverted_index":{"Few-Shot":[0],"Semantic":[1],"Segmentation":[2],"(FSS)":[3],"faces":[4],"significant":[5],"challenges":[6],"in":[7,56],"modeling":[8],"complex":[9,83],"backgrounds":[10,23],"and":[11,28,60,70,88,97,145,148,167,179,187,202],"maintaining":[12],"prediction":[13],"consistency":[14,144],"due":[15],"to":[16,76,102,113,141,153,175],"limited":[17],"training":[18],"samples.":[19],"Existing":[20],"methods":[21],"oversimplify":[22],"as":[24],"single":[25],"negative":[26],"classes":[27],"rely":[29],"solely":[30],"on":[31,138,184],"pixel-level":[32],"alignments.":[33],"To":[34],"address":[35],"these":[36],"issues,":[37],"we":[38,163],"propose":[39],"a":[40,46,78,104],"symmetry-aware":[41],"superpixel-enhanced":[42],"FSS":[43,207],"framework":[44],"with":[45,129,205],"symmetric":[47],"dual-branch":[48],"architecture":[49],"that":[50,191],"explicitly":[51],"models":[52],"the":[53,58,122,139,151,154,172,185,200],"superpixel":[54,123],"region-graph":[55],"both":[57,177],"support":[59,130],"query":[61],"branches.":[62],"First,":[63],"top\u2013down":[64],"cross-layer":[65],"fusion":[66],"injects":[67],"low-level":[68],"edge":[69],"texture":[71],"cues":[72],"into":[73,95,99,121],"high-level":[74],"semantics":[75],"build":[77],"more":[79],"complete":[80],"representation":[81],"of":[82],"backgrounds,":[84],"improving":[85],"foreground\u2013background":[86],"separability":[87],"boundary":[89,146],"quality.":[90],"Second,":[91],"images":[92],"are":[93,111,118],"partitioned":[94],"superpixels":[96],"aggregated":[98],"\u201csuperpixel":[100],"tokens\u201d":[101],"construct":[103,164],"Region":[105],"Adjacency":[106],"Graph":[107],"(RAG).":[108],"Support-set":[109],"prototypes":[110],"used":[112],"initialize":[114],"query-pixel":[115],"predictions,":[116],"which":[117],"then":[119],"projected":[120],"space":[124],"for":[125],"cross-image":[126],"prototype":[127,169],"alignment":[128],"superpixels.":[131],"We":[132],"further":[133],"perform":[134],"message":[135],"passing/energy":[136],"minimization":[137],"RAG":[140],"enhance":[142],"intra-region":[143],"adherence,":[147],"finally":[149],"back-project":[150],"predictions":[152],"pixel":[155],"space.":[156],"Lastly,":[157],"by":[158],"aggregating":[159],"homogeneous":[160],"semantic":[161],"information,":[162],"robust":[165],"foreground":[166],"background":[168],"representations,":[170],"enhancing":[171],"model\u2019s":[173],"ability":[174],"perceive":[176],"seen":[178],"novel":[180],"targets.":[181],"Extensive":[182],"experiments":[183],"PASCAL-5i":[186],"COCO-20i":[188],"benchmarks":[189],"demonstrate":[190],"our":[192],"proposed":[193],"model":[194],"achieves":[195],"superior":[196],"segmentation":[197],"performance":[198],"over":[199],"baseline":[201],"remains":[203],"competitive":[204],"existing":[206],"methods.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-14T00:00:00"}
