{"id":"https://openalex.org/W7139968508","doi":"https://doi.org/10.1007/s11042-026-21421-4","title":"Exploring the impact of data augmentation on whole-slide image classification: a comparative analysis between original medical datasets and fully synthetic images","display_name":"Exploring the impact of data augmentation on whole-slide image classification: a comparative analysis between original medical datasets and fully synthetic images","publication_year":2026,"publication_date":"2026-03-21","ids":{"openalex":"https://openalex.org/W7139968508","doi":"https://doi.org/10.1007/s11042-026-21421-4"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-026-21421-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-026-21421-4","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"Multimedia Tools and Applications","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/A5108905987","display_name":"Keerthiveena Balraj","orcid":null},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Keerthiveena Balraj","raw_affiliation_strings":["Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, Delhi, India","institution_ids":["https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057744481","display_name":"Manojkumar Ramteke","orcid":"https://orcid.org/0000-0002-3837-8952"},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manojkumar Ramteke","raw_affiliation_strings":["Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India","Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India","institution_ids":["https://openalex.org/I68891433"]},{"raw_affiliation_string":"Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, Delhi, India","institution_ids":["https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089140184","display_name":"Abhipsha Dash","orcid":null},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Abhipsha Dash","raw_affiliation_strings":["Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India","institution_ids":["https://openalex.org/I68891433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078008569","display_name":"Anurag S. Rathore","orcid":"https://orcid.org/0000-0002-5913-4244"},"institutions":[{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Anurag S. Rathore","raw_affiliation_strings":["Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India","Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, Delhi, India"],"raw_orcid":"https://orcid.org/0000-0002-5913-4244","affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, Indian Institute of Technology Delhi, Hauz Khas, New Delhi, 110016, India","institution_ids":["https://openalex.org/I68891433"]},{"raw_affiliation_string":"Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, Delhi, India","institution_ids":["https://openalex.org/I68891433"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5078008569"],"corresponding_institution_ids":["https://openalex.org/I68891433"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.37355255,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"85","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9639999866485596,"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/T10862","display_name":"AI in cancer detection","score":0.9639999866485596,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.008500000461935997,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.00559999980032444,"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/stain","display_name":"Stain","score":0.6057999730110168},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5426999926567078},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.5422000288963318},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5266000032424927},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.4961000084877014},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.45100000500679016},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.42750000953674316},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.36579999327659607},{"id":"https://openalex.org/keywords/image-synthesis","display_name":"Image synthesis","score":0.3531999886035919}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.859499990940094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7312999963760376},{"id":"https://openalex.org/C2781294515","wikidata":"https://www.wikidata.org/wiki/Q2733470","display_name":"Stain","level":3,"score":0.6057999730110168},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5426999926567078},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.5422000288963318},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5266000032424927},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.4961000084877014},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.45100000500679016},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.42750000953674316},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.36579999327659607},{"id":"https://openalex.org/C2989087649","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Image synthesis","level":3,"score":0.3531999886035919},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.35249999165534973},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.3499999940395355},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.34860000014305115},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3434999883174896},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.3174999952316284},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.3165999948978424},{"id":"https://openalex.org/C2777522853","wikidata":"https://www.wikidata.org/wiki/Q5276128","display_name":"Digital pathology","level":2,"score":0.3093000054359436},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.27320000529289246},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2678000032901764},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.26649999618530273},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2637999951839447},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.26350000500679016},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.25850000977516174},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.25589999556541443},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.2556999921798706},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11042-026-21421-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-026-21421-4","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"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":"Multimedia Tools and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4521135985851288,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W2129112648","https://openalex.org/W2132162500","https://openalex.org/W2343160907","https://openalex.org/W2344480160","https://openalex.org/W2786532017","https://openalex.org/W2894084084","https://openalex.org/W2907666198","https://openalex.org/W2954996726","https://openalex.org/W2963073614","https://openalex.org/W2963999992","https://openalex.org/W3003244550","https://openalex.org/W3009028925","https://openalex.org/W3047083963","https://openalex.org/W3081268292","https://openalex.org/W3088624649","https://openalex.org/W3090140268","https://openalex.org/W3096831136","https://openalex.org/W3106450183","https://openalex.org/W3111393471","https://openalex.org/W3121831259","https://openalex.org/W3134441556","https://openalex.org/W3135028703","https://openalex.org/W3135344411","https://openalex.org/W3140743785","https://openalex.org/W3140854437","https://openalex.org/W3145185940","https://openalex.org/W3165730810","https://openalex.org/W3168884242","https://openalex.org/W3191219235","https://openalex.org/W3201554522","https://openalex.org/W3203594155","https://openalex.org/W3209220738","https://openalex.org/W3209347845","https://openalex.org/W3213540012","https://openalex.org/W3217602012","https://openalex.org/W4200023151","https://openalex.org/W4200330249","https://openalex.org/W4210716011","https://openalex.org/W4214561975","https://openalex.org/W4220820969","https://openalex.org/W4221053294","https://openalex.org/W4224917009","https://openalex.org/W4226239040","https://openalex.org/W4280621921","https://openalex.org/W4281640569","https://openalex.org/W4281982154","https://openalex.org/W4283688434","https://openalex.org/W4284713627","https://openalex.org/W4308333450","https://openalex.org/W4309484525","https://openalex.org/W4313443727","https://openalex.org/W4318482822","https://openalex.org/W4360884927","https://openalex.org/W4381188165","https://openalex.org/W4382725437","https://openalex.org/W4383558369","https://openalex.org/W4385815563","https://openalex.org/W4386894784","https://openalex.org/W4387366608","https://openalex.org/W4390122581","https://openalex.org/W4394597784","https://openalex.org/W4394857029","https://openalex.org/W4410567300"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2026-03-22T00:00:00"}