{"id":"https://openalex.org/W4417282784","doi":"https://doi.org/10.1109/icce-berlin67488.2025.11277693","title":"Mini-HAHA: A Knowledge-Distilled Lightweight Architecture with SE Attention for Efficient OCT Retinal Image Classifications","display_name":"Mini-HAHA: A Knowledge-Distilled Lightweight Architecture with SE Attention for Efficient OCT Retinal Image Classifications","publication_year":2025,"publication_date":"2025-09-06","ids":{"openalex":"https://openalex.org/W4417282784","doi":"https://doi.org/10.1109/icce-berlin67488.2025.11277693"},"language":null,"primary_location":{"id":"doi:10.1109/icce-berlin67488.2025.11277693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce-berlin67488.2025.11277693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 14th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)","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/A5102951891","display_name":"Chenglei Wu","orcid":"https://orcid.org/0000-0003-0839-1037"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chi-Chin Wu","raw_affiliation_strings":["Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Bo-Chen Chiu","orcid":null},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Bo-Chen Chiu","raw_affiliation_strings":["Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069063940","display_name":"Ching\u2010Wen Chen","orcid":"https://orcid.org/0000-0003-1652-1495"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ching-Wen Chen","raw_affiliation_strings":["Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Cheng-Yu Tai","orcid":null},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Yu Tai","raw_affiliation_strings":["Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070260848","display_name":"Cheng-Hung Lin","orcid":"https://orcid.org/0000-0001-8373-2271"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Hung Dixson Lin","raw_affiliation_strings":["Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pin-Han Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Pin-Han Wen","raw_affiliation_strings":["Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yuan Ze University,Department of Electrical Engineering,Taoyuan City,Taiwan,320","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025498944","display_name":"Cheng\u2010Kai Lu","orcid":"https://orcid.org/0000-0002-5819-0754"},"institutions":[{"id":"https://openalex.org/I134161618","display_name":"National Taiwan Normal University","ror":"https://ror.org/059dkdx38","country_code":"TW","type":"education","lineage":["https://openalex.org/I134161618"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cheng-Kai Lu","raw_affiliation_strings":["National Taiwan Normal University,Department of Electrical Engineering,Taiwan,106"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Taiwan Normal University,Department of Electrical Engineering,Taiwan,106","institution_ids":["https://openalex.org/I134161618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024167700","display_name":"Jia-Kang Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102996","display_name":"Far Eastern Memorial Hospital","ror":"https://ror.org/019tq3436","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210102996"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jia-Kang Wang","raw_affiliation_strings":["Far Eastern Memorial Hospital,Department of Ophthalmology,New Taipei City,Taiwan,220"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Far Eastern Memorial Hospital,Department of Ophthalmology,New Taipei City,Taiwan,220","institution_ids":["https://openalex.org/I4210102996"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086500404","display_name":"Tzu\u2010Lun Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210102996","display_name":"Far Eastern Memorial Hospital","ror":"https://ror.org/019tq3436","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210102996"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tzu-Lun Huang","raw_affiliation_strings":["Far Eastern Memorial Hospital,Department of Ophthalmology,New Taipei City,Taiwan,220"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Far Eastern Memorial Hospital,Department of Ophthalmology,New Taipei City,Taiwan,220","institution_ids":["https://openalex.org/I4210102996"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.49794289,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"94","last_page":"97"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.4041999876499176,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.4041999876499176,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11569","display_name":"Optical Coherence Tomography Applications","score":0.13109999895095825,"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"}},{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.043800000101327896,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/block","display_name":"Block (permutation group theory)","score":0.6990000009536743},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6704999804496765},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5861999988555908},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5497000217437744},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4429999887943268},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41510000824928284},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39800000190734863},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.3977999985218048}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7688000202178955},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.6990000009536743},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6704999804496765},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6531999707221985},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5861999988555908},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5497000217437744},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5078999996185303},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4429999887943268},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41510000824928284},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.3977999985218048},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3833000063896179},{"id":"https://openalex.org/C2987933465","wikidata":"https://www.wikidata.org/wiki/Q141130","display_name":"Image manipulation","level":3,"score":0.3571999967098236},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.34940001368522644},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.32170000672340393},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.31380000710487366},{"id":"https://openalex.org/C2779757391","wikidata":"https://www.wikidata.org/wiki/Q6002292","display_name":"Image translation","level":3,"score":0.3068999946117401},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.304500013589859},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.2612999975681305}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce-berlin67488.2025.11277693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce-berlin67488.2025.11277693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 14th International Conference on Consumer Electronics - Berlin (ICCE-Berlin)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2059185913","https://openalex.org/W2101807845","https://openalex.org/W2183341477","https://openalex.org/W2407386500","https://openalex.org/W2752782242","https://openalex.org/W2896202701","https://openalex.org/W3122440835","https://openalex.org/W4417284629"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,48,66,83],"lightweight":[4],"convolutional":[5],"neural":[6],"network":[7],"designed":[8],"for":[9],"Few-Shot":[10],"Learning":[11],"(FSL)":[12],"in":[13],"OCT":[14],"image":[15],"classification.":[16],"Building":[17],"on":[18],"our":[19],"previous":[20],"FSL":[21],"training":[22],"strategy,":[23],"we":[24,46],"adopt":[25],"the":[26,32,54,62],"Half-Append":[27],"Half-Add":[28],"(HAHA)":[29],"Block":[30,50],"as":[31],"backbone":[33],"and":[34,82],"introduce":[35],"slight":[36],"modifications":[37],"to":[38],"improve":[39],"performance.":[40],"To":[41],"further":[42],"enhance":[43],"feature":[44],"extraction,":[45],"integrate":[47],"Squeeze-and-Excitation":[49],"(SE":[51],"Block)":[52],"into":[53],"architecture.":[55],"Eventually,":[56],"with":[57],"optimized":[58],"knowledge":[59],"distillation":[60],"settings,":[61],"proposed":[63],"model":[64],"achieves":[65],"peak":[67],"accuracy":[68],"of":[69,77,86],"$97.87":[70],"\\%$,":[71],"while":[72],"maintaining":[73],"an":[74],"ultra-compact":[75],"size":[76],"only":[78],"6.6":[79],"K":[80],"parameters":[81],"computational":[84],"cost":[85],"0.028":[87],"GFLOPs.":[88]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-12-12T00:00:00"}