{"id":"https://openalex.org/W4409473866","doi":"https://doi.org/10.1109/tcss.2025.3554502","title":"Enhancing Colorectal Lesion Segmentation Through Internal Feature Extraction and Computational Modeling Insights","display_name":"Enhancing Colorectal Lesion Segmentation Through Internal Feature Extraction and Computational Modeling Insights","publication_year":2025,"publication_date":"2025-04-15","ids":{"openalex":"https://openalex.org/W4409473866","doi":"https://doi.org/10.1109/tcss.2025.3554502"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2025.3554502","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3554502","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","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/A5058683397","display_name":"Xiaohua Wan","orcid":"https://orcid.org/0000-0002-9340-878X"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohua Wan","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, and the School of Medical Technology, Beijing Institute of Technology, Beijing, China","Key Laboratory of Brain Health Intelligent Evaluation, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9340-878X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, and the School of Medical Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yulong Hu","orcid":"https://orcid.org/0009-0006-5912-5838"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]},{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulong Hu","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China","School of Medical Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-5912-5838","affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]},{"raw_affiliation_string":"School of Medical Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dehui Qiu","orcid":"https://orcid.org/0009-0001-5650-2021"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dehui Qiu","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0001-5650-2021","affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rui Li","orcid":"https://orcid.org/0009-0007-7523-4011"},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Li","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-7523-4011","affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100863536","display_name":"Liguo Deng","orcid":null},"institutions":[{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liguo Deng","raw_affiliation_strings":["Information Engineering College, Capital Normal University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0000-7214-2989","affiliations":[{"raw_affiliation_string":"Information Engineering College, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015561449","display_name":"Tinghui Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tinghui Ye","raw_affiliation_strings":["School of Automation, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0008-4212-7401","affiliations":[{"raw_affiliation_string":"School of Automation, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041604554","display_name":"Shengtao Zhu","orcid":"https://orcid.org/0000-0002-2795-8943"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210147433","display_name":"Beijing Friendship Hospital","ror":"https://ror.org/053qy4437","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210147433"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengtao Zhu","raw_affiliation_strings":["Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","Department of Gastroenterology, Capital Medical University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-2795-8943","affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381","https://openalex.org/I4210147433"]},{"raw_affiliation_string":"Department of Gastroenterology, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017636227","display_name":"Xiujing Sun","orcid":"https://orcid.org/0000-0001-5559-3366"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210147433","display_name":"Beijing Friendship Hospital","ror":"https://ror.org/053qy4437","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210147433"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiujing Sun","raw_affiliation_strings":["Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","Department of Gastroenterology, Capital Medical University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5559-3366","affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381","https://openalex.org/I4210147433"]},{"raw_affiliation_string":"Department of Gastroenterology, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088174272","display_name":"Qian Zhang","orcid":"https://orcid.org/0000-0003-2674-6022"},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210147433","display_name":"Beijing Friendship Hospital","ror":"https://ror.org/053qy4437","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210147433"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Zhang","raw_affiliation_strings":["Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","Department of Gastroenterology, Capital Medical University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2674-6022","affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381","https://openalex.org/I4210147433"]},{"raw_affiliation_string":"Department of Gastroenterology, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066048634","display_name":"Weilong Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I183519381","display_name":"Capital Medical University","ror":"https://ror.org/013xs5b60","country_code":"CN","type":"education","lineage":["https://openalex.org/I183519381"]},{"id":"https://openalex.org/I4210147433","display_name":"Beijing Friendship Hospital","ror":"https://ror.org/053qy4437","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210147433"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weilong Yao","raw_affiliation_strings":["Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","Department of Gastroenterology, Capital Medical University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7534-0323","affiliations":[{"raw_affiliation_string":"Department of Gastroenterology, Beijing Friendship Hospital, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381","https://openalex.org/I4210147433"]},{"raw_affiliation_string":"Department of Gastroenterology, Capital Medical University, Beijing, China","institution_ids":["https://openalex.org/I183519381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100731978","display_name":"Fa Zhang","orcid":"https://orcid.org/0000-0002-2081-9369"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fa Zhang","raw_affiliation_strings":["Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, and the School of Medical Technology, Beijing Institute of Technology, Beijing, China","Key Laboratory of Brain Health Intelligent Evaluation, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-2081-9369","affiliations":[{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of Education, and the School of Medical Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"Key Laboratory of Brain Health Intelligent Evaluation, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054404423","display_name":"Kun Wang","orcid":"https://orcid.org/0000-0002-9778-9479"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I4210093964","display_name":"Peking University Cancer Hospital","ror":"https://ror.org/00nyxxr91","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210093964"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Wang","raw_affiliation_strings":["Peking University Cancer Hospital &amp; Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9778-9479","affiliations":[{"raw_affiliation_string":"Peking University Cancer Hospital &amp; Institute, Beijing, China","institution_ids":["https://openalex.org/I20231570","https://openalex.org/I4210093964"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4118,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79158269,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"12","issue":"5","first_page":"3193","last_page":"3205"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9807000160217285,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9807000160217285,"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9150000214576721,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5794575810432434},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5766236782073975},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.566056489944458},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5528488159179688},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48292848467826843},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.4778420627117157},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4671131372451782},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.358503520488739},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14312967658042908},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.07380789518356323}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5794575810432434},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5766236782073975},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.566056489944458},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5528488159179688},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48292848467826843},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.4778420627117157},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4671131372451782},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.358503520488739},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14312967658042908},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.07380789518356323},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2025.3554502","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3554502","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2008359794","https://openalex.org/W2034269173","https://openalex.org/W2346062110","https://openalex.org/W2560328367","https://openalex.org/W2593488799","https://openalex.org/W2884436604","https://openalex.org/W2907750714","https://openalex.org/W2962927567","https://openalex.org/W2979515228","https://openalex.org/W2979600871","https://openalex.org/W2980688977","https://openalex.org/W2991441757","https://openalex.org/W2997286550","https://openalex.org/W3023282579","https://openalex.org/W3090492687","https://openalex.org/W3091630951","https://openalex.org/W3104061658","https://openalex.org/W3135262214","https://openalex.org/W3177634011","https://openalex.org/W3199502724","https://openalex.org/W3199543531","https://openalex.org/W3202263958","https://openalex.org/W3203497085","https://openalex.org/W3204166336","https://openalex.org/W3210532697","https://openalex.org/W4211041154","https://openalex.org/W4223894216","https://openalex.org/W4253576951","https://openalex.org/W4285303086","https://openalex.org/W4299652825","https://openalex.org/W4311963166","https://openalex.org/W4312516796","https://openalex.org/W4313156423","https://openalex.org/W4315754639","https://openalex.org/W4363650233","https://openalex.org/W4367047661","https://openalex.org/W4380992399","https://openalex.org/W4384916605","https://openalex.org/W4385245566","https://openalex.org/W4386057768","https://openalex.org/W4386702648","https://openalex.org/W4386858051","https://openalex.org/W4390168321","https://openalex.org/W4390190701","https://openalex.org/W4391070931","https://openalex.org/W4391350140","https://openalex.org/W4401414130"],"related_works":["https://openalex.org/W2601157893","https://openalex.org/W2373006798","https://openalex.org/W2131735617","https://openalex.org/W2056912418","https://openalex.org/W2033213769","https://openalex.org/W4312376745","https://openalex.org/W2136016640","https://openalex.org/W2049538278","https://openalex.org/W2886173746","https://openalex.org/W4200043248"],"abstract_inverted_index":{"Colorectal":[0],"cancer":[1,45],"(CRC)":[2],"is":[3,41],"a":[4,80,98,109,131,203,219],"prevalent":[5],"malignancy":[6],"with":[7],"significant":[8],"social":[9,25,188,234],"and":[10,47,54,91,100,145,158,169,195,214,227,230],"healthcare":[11,204],"implications,":[12],"ranking":[13],"among":[14],"the":[15,30,61,70,89,123,141,179,212,223],"top":[16],"causes":[17],"of":[18,32,51,64,93,125,181,217],"cancer-related":[19],"mortality":[20,228],"worldwide.":[21],"In":[22],"this":[23],"computational":[24,74,187],"systems":[26],"context,":[27],"we":[28],"address":[29],"challenge":[31],"accurately":[33],"segmenting":[34],"CRC":[35,94],"lesions":[36],"from":[37,117],"colonoscopy":[38,118],"images,":[39],"which":[40],"pivotal":[42],"for":[43,72,136,199],"early":[44,213],"detection":[46,216],"treatment.":[48],"The":[49],"complexity":[50],"intestinal":[52],"environments":[53],"variations":[55],"in":[56,165,202],"medical":[57,182],"expertise":[58],"contribute":[59],"to":[60,87,113,178,186],"high":[62,225],"rate":[63],"undetected":[65],"or":[66],"misdiagnosed":[67],"lesions,":[68],"underscoring":[69],"need":[71],"advanced":[73],"models.":[75],"This":[76,173],"study":[77],"presents":[78],"ColoSegNet,":[79],"novel":[81],"self-supervised":[82,137],"deep":[83],"learning":[84],"framework":[85],"designed":[86],"enhance":[88],"accuracy":[90],"effectiveness":[92],"diagnosis.":[95],"By":[96],"leveraging":[97],"comprehensive":[99],"annotated":[101],"colorectal":[102,126],"lesion":[103],"segmentation":[104,124,171],"dataset":[105],"(CLSD),":[106],"ColoSegNet":[107,129],"incorporates":[108],"temporal":[110],"correlation":[111],"module":[112,135],"extract":[114],"critical":[115,220],"features":[116],"video":[119],"frames,":[120],"significantly":[121],"improving":[122],"lesions.":[127],"Furthermore,":[128],"employs":[130],"masked":[132],"autoencoder":[133],"(MAE)":[134],"image":[138,143],"reconstruction,":[139],"preserving":[140],"original":[142],"integrity":[144],"facilitating":[146],"precise":[147],"segmentation.":[148],"Comparative":[149],"assessments":[150],"against":[151],"established":[152],"models":[153],"such":[154],"as":[155],"UNet,":[156],"PraNet,":[157],"Deeplab":[159],"V3":[160],"demonstrate":[161],"ColoSegNet\u2019s":[162],"superior":[163],"performance":[164],"detailed":[166],"feature":[167,200],"representation":[168,201],"overall":[170],"accuracy.":[172],"research":[174],"not":[175],"only":[176],"contributes":[177],"field":[180],"imaging":[183],"but":[184],"also":[185],"systems,":[189],"by":[190],"capturing":[191],"inherent":[192],"data":[193],"patterns":[194],"integrating":[196],"specialized":[197],"modules":[198],"context.":[205],"Our":[206],"findings":[207],"provide":[208],"valuable":[209],"insights":[210],"into":[211],"accurate":[215],"CRC,":[218],"issue":[221],"given":[222],"disease\u2019s":[224],"incidence":[226],"rates,":[229],"its":[231],"impact":[232],"on":[233],"systems.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
