{"id":"https://openalex.org/W7162106909","doi":"https://doi.org/10.1016/j.patcog.2026.113988","title":"Frequency aided attention mechanism for better segmentation generalization and explainability","display_name":"Frequency aided attention mechanism for better segmentation generalization and explainability","publication_year":2026,"publication_date":"2026-05-22","ids":{"openalex":"https://openalex.org/W7162106909","doi":"https://doi.org/10.1016/j.patcog.2026.113988"},"language":"en","primary_location":{"id":"doi:10.1016/j.patcog.2026.113988","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.patcog.2026.113988","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.patcog.2026.113988","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5136798075","display_name":"Mohammed Lawal","orcid":null},"institutions":[{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammed Lawal","raw_affiliation_strings":["Department of Computing Science, University of Aberdeen, Aberdeen, AB24 3UE, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Aberdeen, Aberdeen, AB24 3UE, United Kingdom","institution_ids":["https://openalex.org/I195460627"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136790222","display_name":"Zhijun Yuan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111575","display_name":"Xinjiang Institute of Engineering","ror":"https://ror.org/01s5hh873","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210111575","https://openalex.org/I4210157944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijun Yuan","raw_affiliation_strings":["Xinjiang Educational Technology and Resources Development Center, Xinjiang Education Television, 830003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xinjiang Educational Technology and Resources Development Center, Xinjiang Education Television, 830003, China","institution_ids":["https://openalex.org/I4210111575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136740938","display_name":"Yining Hua","orcid":null},"institutions":[{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yining Hua","raw_affiliation_strings":["Department of Computing Science, University of Aberdeen, Aberdeen, AB24 3UE, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Aberdeen, Aberdeen, AB24 3UE, United Kingdom","institution_ids":["https://openalex.org/I195460627"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036004635","display_name":"Dewei Yi","orcid":"https://orcid.org/0000-0003-1702-9136"},"institutions":[{"id":"https://openalex.org/I195460627","display_name":"University of Aberdeen","ror":"https://ror.org/016476m91","country_code":"GB","type":"education","lineage":["https://openalex.org/I195460627"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Dewei Yi","raw_affiliation_strings":["Department of Computing Science, University of Aberdeen, Aberdeen, AB24 3UE, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0003-1702-9136","affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Aberdeen, Aberdeen, AB24 3UE, United Kingdom","institution_ids":["https://openalex.org/I195460627"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036004635"],"corresponding_institution_ids":["https://openalex.org/I195460627"],"apc_list":{"value":2710,"currency":"USD","value_usd":2710},"apc_paid":{"value":2710,"currency":"USD","value_usd":2710},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.9102266,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"180","issue":null,"first_page":"113988","last_page":"113988"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.1973000019788742,"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"}},"topics":[{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.1973000019788742,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.15080000460147858,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.093299999833107,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6326000094413757},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.616100013256073},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5625},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.31150001287460327},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.25440001487731934}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7365000247955322},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6705999970436096},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6326000094413757},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.616100013256073},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5625},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4925999939441681},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.31150001287460327},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.25440001487731934},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2313999980688095},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.23080000281333923}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.patcog.2026.113988","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.patcog.2026.113988","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.patcog.2026.113988","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.patcog.2026.113988","pdf_url":null,"source":{"id":"https://openalex.org/S414566","display_name":"Pattern Recognition","issn_l":"0031-3203","issn":["0031-3203","1873-5142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320319985","display_name":"Cancer Research UK","ror":"https://ror.org/054225q67"},{"id":"https://openalex.org/F4320335413","display_name":"Petroleum Technology Development Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2295107390","https://openalex.org/W2561434177","https://openalex.org/W2616247523","https://openalex.org/W2884822772","https://openalex.org/W2894558768","https://openalex.org/W2910628332","https://openalex.org/W2964309882","https://openalex.org/W2981689412","https://openalex.org/W2982083293","https://openalex.org/W2991372685","https://openalex.org/W3038013995","https://openalex.org/W3090773703","https://openalex.org/W3120795547","https://openalex.org/W3138516171","https://openalex.org/W3165795391","https://openalex.org/W3169865585","https://openalex.org/W3170841864","https://openalex.org/W3207251446","https://openalex.org/W3212197959","https://openalex.org/W4309028162","https://openalex.org/W4311166797","https://openalex.org/W4312688875","https://openalex.org/W4312820606","https://openalex.org/W4313478989","https://openalex.org/W4319301133","https://openalex.org/W4383162965","https://openalex.org/W4385976148","https://openalex.org/W4386075942","https://openalex.org/W4386076267","https://openalex.org/W4387831686","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4401419658","https://openalex.org/W4401840821","https://openalex.org/W4402754250","https://openalex.org/W4402775847","https://openalex.org/W4409292662","https://openalex.org/W4411399751","https://openalex.org/W4415199387","https://openalex.org/W7123508495"],"related_works":[],"abstract_inverted_index":{"\u2022":[0,10,22,31],"Parameter-free":[1],"encoder":[2],"block":[3],"uses":[4],"noisy":[5],"transforms":[6],"to":[7],"improve":[8],"generalization.":[9],"Fusing":[11],"clean":[12],"and":[13,20],"distorted":[14],"features":[15],"enhances":[16],"model":[17],"representation":[18],"capabilities":[19],"explainability.":[21],"Frequency-based":[23],"attention":[24],"leverages":[25],"high-frequency":[26],"data":[27],"for":[28],"boundary":[29],"focus.":[30],"Extensive":[32],"experiments":[33],"on":[34],"SOTA":[35],"architectures":[36],"validate":[37],"the":[38],"proposed":[39],"approach.":[40]},"counts_by_year":[],"updated_date":"2026-05-28T06:12:49.907903","created_date":"2026-05-23T00:00:00"}