{"id":"https://openalex.org/W4413380392","doi":"https://doi.org/10.3390/fi17080370","title":"Adaptive and User-Friendly Framework for Image Classification with Transfer Learning Models","display_name":"Adaptive and User-Friendly Framework for Image Classification with Transfer Learning Models","publication_year":2025,"publication_date":"2025-08-15","ids":{"openalex":"https://openalex.org/W4413380392","doi":"https://doi.org/10.3390/fi17080370"},"language":"en","primary_location":{"id":"doi:10.3390/fi17080370","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17080370","pdf_url":"https://www.mdpi.com/1999-5903/17/8/370/pdf?version=1755246511","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"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":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/17/8/370/pdf?version=1755246511","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119370985","display_name":"Manan Khatri","orcid":null},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manan Khatri","raw_affiliation_strings":["Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023153184","display_name":"Malaya K. Sahoo","orcid":"https://orcid.org/0000-0001-9837-4032"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manmita Sahoo","raw_affiliation_strings":["Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034054337","display_name":"Sameer Sayyad","orcid":"https://orcid.org/0000-0001-5895-5350"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sameer Sayyad","raw_affiliation_strings":["Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India","institution_ids":["https://openalex.org/I244572783"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051958954","display_name":"Javed Sayyad","orcid":"https://orcid.org/0000-0002-9039-5733"},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Javed Sayyad","raw_affiliation_strings":["Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"Symbiosis Institute of Technology (SIT), Pune Campus, Symbiosis International (Deemed University) (SIU), Lavale, Pune 412115, Maharashtra, India","institution_ids":["https://openalex.org/I244572783"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5034054337"],"corresponding_institution_ids":["https://openalex.org/I244572783"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":2.6407,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90650253,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"17","issue":"8","first_page":"370","last_page":"370"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9995999932289124,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9995999932289124,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9948999881744385,"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/computer-science","display_name":"Computer science","score":0.912678599357605},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5966211557388306},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5255593061447144},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47056886553764343},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46063387393951416},{"id":"https://openalex.org/keywords/user-friendly","display_name":"User Friendly","score":0.45141270756721497},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.410391628742218},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.34026211500167847},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10906675457954407}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.912678599357605},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5966211557388306},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5255593061447144},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47056886553764343},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46063387393951416},{"id":"https://openalex.org/C61437842","wikidata":"https://www.wikidata.org/wiki/Q281291","display_name":"User Friendly","level":2,"score":0.45141270756721497},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.410391628742218},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.34026211500167847},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10906675457954407}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/fi17080370","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17080370","pdf_url":"https://www.mdpi.com/1999-5903/17/8/370/pdf?version=1755246511","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"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":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1a4002d1b00b4d3c896f739224d4803f","is_oa":true,"landing_page_url":"https://doaj.org/article/1a4002d1b00b4d3c896f739224d4803f","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 17, Iss 8, p 370 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/fi17080370","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi17080370","pdf_url":"https://www.mdpi.com/1999-5903/17/8/370/pdf?version=1755246511","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"is_oa":true,"is_in_doaj":true,"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":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324099","display_name":"Russian Science Foundation","ror":"https://ror.org/03y2gwe85"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413380392.pdf","grobid_xml":"https://content.openalex.org/works/W4413380392.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1993314789","https://openalex.org/W2148461049","https://openalex.org/W2330219538","https://openalex.org/W2769824089","https://openalex.org/W2790621718","https://openalex.org/W2885735575","https://openalex.org/W2963163009","https://openalex.org/W2981030558","https://openalex.org/W3030508559","https://openalex.org/W3102633758","https://openalex.org/W3117307872","https://openalex.org/W3162524694","https://openalex.org/W3167471524","https://openalex.org/W3171120461","https://openalex.org/W3202164739","https://openalex.org/W4223899585","https://openalex.org/W4324082034","https://openalex.org/W4361275400","https://openalex.org/W4366590341","https://openalex.org/W4387635837","https://openalex.org/W4389783117","https://openalex.org/W4391103530","https://openalex.org/W6793164127","https://openalex.org/W6796079856","https://openalex.org/W6801679219"],"related_works":["https://openalex.org/W3201126466","https://openalex.org/W4282827391","https://openalex.org/W3176438653","https://openalex.org/W2981628807","https://openalex.org/W3012393889","https://openalex.org/W3189091156","https://openalex.org/W4386087993","https://openalex.org/W3014041368","https://openalex.org/W2510597476","https://openalex.org/W4285815841"],"abstract_inverted_index":{"The":[0,72],"increasing":[1],"demand":[2],"for":[3,21],"accessible":[4],"and":[5,65,89,106,138,149],"efficient":[6],"machine":[7],"learning":[8,34,118,136],"solutions":[9],"has":[10],"led":[11],"to":[12,45,60,102],"the":[13,16,113,121,126,131],"development":[14],"of":[15,108,116],"Adaptive":[17],"Learning":[18],"Framework":[19],"(ALF)":[20],"multi-class,":[22],"single-label":[23],"image":[24,100],"classification.":[25],"Unlike":[26],"existing":[27],"low-code":[28],"tools,":[29],"ALF":[30,141],"integrates":[31],"multiple":[32],"transfer":[33,117],"backbones":[35],"with":[36,120],"a":[37],"guided,":[38],"adaptive":[39],"workflow":[40],"that":[41],"empowers":[42],"non-technical":[43],"users":[44],"create":[46],"custom":[47],"classification":[48],"models":[49,56],"without":[50,92],"specialized":[51],"expertise.":[52],"It":[53],"employs":[54],"pre-trained":[55],"from":[57],"TensorFlow":[58],"Hub":[59],"significantly":[61],"reduce":[62],"computational":[63],"costs":[64],"training":[66],"times":[67],"while":[68],"maintaining":[69],"high":[70],"accuracy.":[71,128],"platform\u2019s":[73],"User":[74],"Interface":[75],"(UI),":[76],"built":[77],"using":[78],"Streamlit,":[79],"enables":[80],"intuitive":[81],"operations,":[82],"such":[83],"as":[84],"dataset":[85],"upload,":[86],"class":[87],"definition,":[88],"model":[90,123],"training,":[91],"coding":[93],"requirements.":[94],"This":[95],"research":[96],"focuses":[97],"on":[98],"small-scale":[99],"datasets":[101],"demonstrate":[103],"ALF\u2019s":[104],"accessibility":[105],"ease":[107],"use.":[109],"Evaluation":[110],"metrics":[111],"highlight":[112],"superior":[114],"performance":[115],"approaches,":[119],"InceptionV2":[122],"architecture":[124],"achieving":[125],"highest":[127],"By":[129],"bridging":[130],"gap":[132],"between":[133],"complex":[134],"deep":[135],"methods":[137],"real-world":[139],"usability,":[140],"addresses":[142],"practical":[143],"needs":[144],"across":[145],"fields":[146],"like":[147],"education":[148],"industry.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}