{"id":"https://openalex.org/W7130938857","doi":"https://doi.org/10.1007/s11263-026-02776-5","title":"Physical Regularization Loss: Integrating Physical Knowledge to Image Segmentation","display_name":"Physical Regularization Loss: Integrating Physical Knowledge to Image Segmentation","publication_year":2026,"publication_date":"2026-02-22","ids":{"openalex":"https://openalex.org/W7130938857","doi":"https://doi.org/10.1007/s11263-026-02776-5"},"language":"en","primary_location":{"id":"doi:10.1007/s11263-026-02776-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11263-026-02776-5","pdf_url":null,"source":{"id":"https://openalex.org/S25538012","display_name":"International Journal of Computer Vision","issn_l":"0920-5691","issn":["0920-5691","1573-1405"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"International Journal of Computer Vision","raw_type":"journal-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/A5068477244","display_name":"Yan Ding","orcid":"https://orcid.org/0000-0002-8636-9831"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Ding","raw_affiliation_strings":["College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, 400065, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, 400065, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006875503","display_name":"Shuang Li","orcid":"https://orcid.org/0000-0001-9618-5414"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Li","raw_affiliation_strings":["College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing, 400065, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126579215","display_name":"Huafeng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huafeng Li","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, 650500, Yun Nan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, 650500, Yun Nan, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006116691","display_name":"Guanqiu Qi","orcid":"https://orcid.org/0000-0001-9562-3865"},"institutions":[{"id":"https://openalex.org/I115441956","display_name":"Buffalo State University","ror":"https://ror.org/05ms04m92","country_code":"US","type":"education","lineage":["https://openalex.org/I115441956"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guanqiu Qi","raw_affiliation_strings":["College of Computer Science and Technology, State University of New York at Buffalo State, Buffalo, 14200, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, State University of New York at Buffalo State, Buffalo, 14200, New York, USA","institution_ids":["https://openalex.org/I115441956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009197272","display_name":"Baisen Cong","orcid":"https://orcid.org/0009-0001-4386-295X"},"institutions":[{"id":"https://openalex.org/I4210117628","display_name":"Danaher (China)","ror":"https://ror.org/02n72nx11","country_code":"CN","type":"company","lineage":["https://openalex.org/I199157343","https://openalex.org/I4210117628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baisen Cong","raw_affiliation_strings":["Diagnostics Co, Ltd, a Danaher Company, Shanghai, 200000, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Diagnostics Co, Ltd, a Danaher Company, Shanghai, 200000, Shanghai, China","institution_ids":["https://openalex.org/I4210117628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126568908","display_name":"Yunpeng Gong","orcid":null},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunpeng Gong","raw_affiliation_strings":["School of Informatics, Xiamen University, Xiamen, 361005, Fujian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Xiamen University, Xiamen, 361005, Fujian, China","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122329382","display_name":"Zhiqin Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiqin Zhu","raw_affiliation_strings":["College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, 400065, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-3883-2529","affiliations":[{"raw_affiliation_string":"College of Automation, Chongqing University of Posts and Telecommunications, Chongqing, 400065, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5122329382"],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":{"value":2890,"currency":"EUR","value_usd":3690},"apc_paid":null,"fwci":76.4604,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.9986691,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"134","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.4781000018119812,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.4781000018119812,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.10670000314712524,"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/T11206","display_name":"Model Reduction and Neural Networks","score":0.08169999718666077,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6966999769210815},{"id":"https://openalex.org/keywords/pascal","display_name":"Pascal (unit)","score":0.6877999901771545},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.6787999868392944},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6061000227928162},{"id":"https://openalex.org/keywords/segmentation-based-object-categorization","display_name":"Segmentation-based object categorization","score":0.6053000092506409},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.49619999527931213},{"id":"https://openalex.org/keywords/anisotropic-diffusion","display_name":"Anisotropic diffusion","score":0.4934999942779541}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6966999769210815},{"id":"https://openalex.org/C75608658","wikidata":"https://www.wikidata.org/wiki/Q44395","display_name":"Pascal (unit)","level":2,"score":0.6877999901771545},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.6787999868392944},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6633999943733215},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.633899986743927},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6061000227928162},{"id":"https://openalex.org/C25694479","wikidata":"https://www.wikidata.org/wiki/Q7446278","display_name":"Segmentation-based object categorization","level":5,"score":0.6053000092506409},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.49619999527931213},{"id":"https://openalex.org/C203504353","wikidata":"https://www.wikidata.org/wiki/Q4765461","display_name":"Anisotropic diffusion","level":3,"score":0.4934999942779541},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4697999954223633},{"id":"https://openalex.org/C132459708","wikidata":"https://www.wikidata.org/wiki/Q744069","display_name":"Extrapolation","level":2,"score":0.445499986410141},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.44029998779296875},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.4052000045776367},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.35749998688697815},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.35440000891685486},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3328999876976013},{"id":"https://openalex.org/C42314347","wikidata":"https://www.wikidata.org/wiki/Q6865488","display_name":"Minimum spanning tree-based segmentation","level":5,"score":0.26350000500679016},{"id":"https://openalex.org/C206824153","wikidata":"https://www.wikidata.org/wiki/Q1169834","display_name":"Region growing","level":5,"score":0.26179999113082886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2542000114917755}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11263-026-02776-5","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11263-026-02776-5","pdf_url":null,"source":{"id":"https://openalex.org/S25538012","display_name":"International Journal of Computer Vision","issn_l":"0920-5691","issn":["0920-5691","1573-1405"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"International Journal of Computer Vision","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.8040100932121277,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G6545507832","display_name":null,"funder_award_id":"62276120","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W127809959","https://openalex.org/W1484923315","https://openalex.org/W1523201499","https://openalex.org/W1543214292","https://openalex.org/W1963743024","https://openalex.org/W1977750299","https://openalex.org/W2022735534","https://openalex.org/W2027401313","https://openalex.org/W2031489346","https://openalex.org/W2043083428","https://openalex.org/W2046976899","https://openalex.org/W2109863423","https://openalex.org/W2116609734","https://openalex.org/W2150134853","https://openalex.org/W2158617644","https://openalex.org/W2340897893","https://openalex.org/W2395611524","https://openalex.org/W2797061331","https://openalex.org/W2884436604","https://openalex.org/W2890294928","https://openalex.org/W2899283552","https://openalex.org/W2963512387","https://openalex.org/W2964309882","https://openalex.org/W2989494838","https://openalex.org/W3011612142","https://openalex.org/W3108325869","https://openalex.org/W3130423852","https://openalex.org/W3132455321","https://openalex.org/W3151682712","https://openalex.org/W3163993681","https://openalex.org/W3203841574","https://openalex.org/W3204895347","https://openalex.org/W3208096602","https://openalex.org/W3215158811","https://openalex.org/W4295934721","https://openalex.org/W4304084055","https://openalex.org/W4304092528","https://openalex.org/W4313065862","https://openalex.org/W4313527340","https://openalex.org/W4313555467","https://openalex.org/W4319300502","https://openalex.org/W4322707229","https://openalex.org/W4322769471","https://openalex.org/W4386076267","https://openalex.org/W4387211614","https://openalex.org/W4391097085","https://openalex.org/W4392845143","https://openalex.org/W4393148032","https://openalex.org/W4396702195","https://openalex.org/W4400235418","https://openalex.org/W4401585695","https://openalex.org/W4402716243","https://openalex.org/W4403594096","https://openalex.org/W4404177154","https://openalex.org/W4414243662"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-05-16T08:24:45.110214","created_date":"2026-02-23T00:00:00"}
