{"id":"https://openalex.org/W4389961128","doi":"https://doi.org/10.1109/jstars.2023.3344453","title":"DiffWater: Underwater Image Enhancement Based on Conditional Denoising Diffusion Probabilistic Model","display_name":"DiffWater: Underwater Image Enhancement Based on Conditional Denoising Diffusion Probabilistic Model","publication_year":2023,"publication_date":"2023-12-19","ids":{"openalex":"https://openalex.org/W4389961128","doi":"https://doi.org/10.1109/jstars.2023.3344453"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2023.3344453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2023.3344453","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/jstars.2023.3344453","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100963014","display_name":"Meisheng Guan","orcid":null},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meisheng Guan","raw_affiliation_strings":["School of Mathematics and Statistics, Ningbo University, Ningbo, China"],"raw_orcid":"https://orcid.org/0009-0008-8676-834X","affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030642173","display_name":"Haiyong Xu","orcid":"https://orcid.org/0000-0003-1590-6799"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyong Xu","raw_affiliation_strings":["School of Mathematics and Statistics, Ningbo University, Ningbo, China"],"raw_orcid":"https://orcid.org/0000-0003-1590-6799","affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073572452","display_name":"Gangyi Jiang","orcid":"https://orcid.org/0000-0003-4896-9876"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gangyi Jiang","raw_affiliation_strings":["Faculty of Information Science and Engineering, Ningbo University, Ningbo, China"],"raw_orcid":"https://orcid.org/0000-0003-4896-9876","affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Engineering, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091433252","display_name":"Mei Yu","orcid":"https://orcid.org/0000-0003-3583-1587"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Yu","raw_affiliation_strings":["Faculty of Information Science and Engineering, Ningbo University, Ningbo, China"],"raw_orcid":"https://orcid.org/0000-0003-3583-1587","affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Engineering, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004591668","display_name":"Yeyao Chen","orcid":"https://orcid.org/0000-0002-5626-8757"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yeyao Chen","raw_affiliation_strings":["Faculty of Information Science and Engineering, Ningbo University, Ningbo, China"],"raw_orcid":"https://orcid.org/0000-0002-5626-8757","affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Engineering, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060792504","display_name":"Ting Luo","orcid":"https://orcid.org/0000-0003-1762-148X"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Luo","raw_affiliation_strings":["Faculty of Information Science and Engineering, Ningbo University, Ningbo, China"],"raw_orcid":"https://orcid.org/0000-0003-1762-148X","affiliations":[{"raw_affiliation_string":"Faculty of Information Science and Engineering, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055201903","display_name":"Xuebo Zhang","orcid":"https://orcid.org/0000-0001-5164-754X"},"institutions":[{"id":"https://openalex.org/I68986083","display_name":"Northwest Normal University","ror":"https://ror.org/00gx3j908","country_code":"CN","type":"education","lineage":["https://openalex.org/I68986083"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuebo Zhang","raw_affiliation_strings":["Northwest Normal University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5164-754X","affiliations":[{"raw_affiliation_string":"Northwest Normal University, Lanzhou, China","institution_ids":["https://openalex.org/I68986083"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":9.2809,"has_fulltext":false,"cited_by_count":95,"citation_normalized_percentile":{"value":0.98951973,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"17","issue":null,"first_page":"2319","last_page":"2335"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9991000294685364,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9991000294685364,"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/underwater","display_name":"Underwater","score":0.7515156269073486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7318822145462036},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6864925622940063},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6520867347717285},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6030788421630859},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.5070605278015137},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.49927258491516113},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.4950975477695465},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.49398571252822876},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.48790380358695984},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.46834060549736023},{"id":"https://openalex.org/keywords/color-correction","display_name":"Color correction","score":0.4212878942489624},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.25013136863708496},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2209380865097046},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.14796999096870422},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11186480522155762}],"concepts":[{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.7515156269073486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7318822145462036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6864925622940063},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6520867347717285},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6030788421630859},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.5070605278015137},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.49927258491516113},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.4950975477695465},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.49398571252822876},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.48790380358695984},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.46834060549736023},{"id":"https://openalex.org/C2779495555","wikidata":"https://www.wikidata.org/wiki/Q5148596","display_name":"Color correction","level":3,"score":0.4212878942489624},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25013136863708496},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2209380865097046},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.14796999096870422},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11186480522155762},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2023.3344453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2023.3344453","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:98254721aa354b6d8dcc2696ec8d4d26","is_oa":true,"landing_page_url":"https://doaj.org/article/98254721aa354b6d8dcc2696ec8d4d26","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 17, Pp 2319-2335 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2023.3344453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2023.3344453","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G2548075413","display_name":null,"funder_award_id":"20221JCGY010527","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G517888862","display_name":null,"funder_award_id":"61671412","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5194257468","display_name":null,"funder_award_id":"62071266","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5674109446","display_name":null,"funder_award_id":"202003N4088","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G5916484069","display_name":null,"funder_award_id":"62171243","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7773683948","display_name":"\u9762\u5411LDR\u7acb\u4f53\u663e\u793a\u7684HDR\u7acb\u4f53\u89c6\u9891\u7248\u6743\u4fdd\u62a4\u7814\u7a76","funder_award_id":"61971247","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8024235285","display_name":null,"funder_award_id":"2022J066","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G8311167460","display_name":null,"funder_award_id":"61931022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320332587","display_name":"Natural Science Foundation of Ningbo","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W1710476689","https://openalex.org/W2009071067","https://openalex.org/W2017745767","https://openalex.org/W2064365034","https://openalex.org/W2098329942","https://openalex.org/W2107858703","https://openalex.org/W2133665775","https://openalex.org/W2146795245","https://openalex.org/W2181646778","https://openalex.org/W2402985658","https://openalex.org/W2474516010","https://openalex.org/W2523532944","https://openalex.org/W2587107113","https://openalex.org/W2593797484","https://openalex.org/W2763503841","https://openalex.org/W2794405642","https://openalex.org/W2897678362","https://openalex.org/W2901081703","https://openalex.org/W2952268784","https://openalex.org/W2962793481","https://openalex.org/W2964088115","https://openalex.org/W2971483169","https://openalex.org/W2987190912","https://openalex.org/W2987927713","https://openalex.org/W2990176100","https://openalex.org/W3003301247","https://openalex.org/W3006777311","https://openalex.org/W3009406242","https://openalex.org/W3035574324","https://openalex.org/W3036167779","https://openalex.org/W3099025816","https://openalex.org/W3103227769","https://openalex.org/W3155072588","https://openalex.org/W3156187408","https://openalex.org/W3157502174","https://openalex.org/W3159660641","https://openalex.org/W3175528029","https://openalex.org/W3175634636","https://openalex.org/W3195510986","https://openalex.org/W3200204385","https://openalex.org/W3201231642","https://openalex.org/W3204251553","https://openalex.org/W3207843941","https://openalex.org/W4206557398","https://openalex.org/W4285228564","https://openalex.org/W4289639903","https://openalex.org/W4294982738","https://openalex.org/W4312754018","https://openalex.org/W4312926817","https://openalex.org/W4312933868","https://openalex.org/W4313027465","https://openalex.org/W4317490070","https://openalex.org/W4317496742","https://openalex.org/W4321770571","https://openalex.org/W4322576523","https://openalex.org/W4324319518","https://openalex.org/W4375958814","https://openalex.org/W4377079715","https://openalex.org/W4378804701","https://openalex.org/W4385988004","https://openalex.org/W4386076325","https://openalex.org/W4386702784","https://openalex.org/W6679045638","https://openalex.org/W6764816812","https://openalex.org/W6779823529","https://openalex.org/W6788990321","https://openalex.org/W6797359156","https://openalex.org/W6800885309","https://openalex.org/W6809940947","https://openalex.org/W6850519887","https://openalex.org/W6852245216"],"related_works":["https://openalex.org/W1540776626","https://openalex.org/W1949943367","https://openalex.org/W1882897835","https://openalex.org/W2053051180","https://openalex.org/W1522814799","https://openalex.org/W3006313806","https://openalex.org/W1974093345","https://openalex.org/W1985090926","https://openalex.org/W2363864506","https://openalex.org/W2090800803"],"abstract_inverted_index":{"Underwater":[0],"imaging":[1],"is":[2,67,178],"often":[3,31],"affected":[4],"by":[5],"light":[6],"attenuation":[7],"and":[8,23,49,76,80,87,105,158,161,186,205,211],"scattering":[9],"in":[10,45,95,148,200],"water,":[11],"leading":[12],"to":[13,38,40,154,165],"degraded":[14,112,131],"visual":[15],"quality":[16,204],"such":[17],"as":[18,119],"color":[19,117,140,146,151],"distortion,":[20],"reduced":[21],"contrast,":[22],"noise.":[24],"Existing":[25],"underwater":[26,42,96,113,132,183],"image":[27,114,184],"enhancement":[28,104,203],"(UIE)":[29],"methods":[30,199],"lack":[32],"generalization":[33,209],"capabilities,":[34],"making":[35],"them":[36],"unable":[37],"adapt":[39],"various":[41],"images":[43],"captured":[44],"different":[46,155],"aquatic":[47],"environments":[48],"lighting":[50,159],"conditions.":[51],"To":[52],"address":[53],"these":[54],"challenges,":[55],"a":[56,78,120,139],"UIE":[57],"method":[58,142,177],"based":[59],"on":[60,180],"conditional":[61,121],"denoising":[62,168],"diffusion":[63],"probabilistic":[64],"model":[65,82],"(DDPM)":[66],"proposed":[68,136,175],"(DiffWater),":[69],"which":[70,124],"leverages":[71],"the":[72,91,111,125,135,149,167,171,174],"advantages":[73],"of":[74,84,130,202],"DDPM,":[75],"trains":[77],"stable":[79],"well-converged":[81],"capable":[83],"generating":[85],"high-quality":[86],"diverse":[88],"samples.":[89],"Considering":[90],"multiple":[92],"distortion":[93],"issues":[94],"imaging,":[97],"unconditional":[98],"DDPM":[99],"may":[100],"not":[101],"achieve":[102],"satisfactory":[103],"restoration":[106,129],"results.":[107],"Therefore,":[108],"DiffWater":[109,126,137,176,195],"utilizes":[110,162],"with":[115],"added":[116],"compensation":[118,141,147],"guide,":[122],"through":[123],"achieves":[127],"highquality":[128],"images.":[133],"Particularly,":[134],"introduces":[138],"that":[143,194],"performs":[144],"channel-wise":[145],"RGB":[150],"space,":[152],"tailored":[153],"water":[156],"conditions":[157],"scenarios,":[160],"this":[163],"condition":[164],"guide":[166],"process.":[169],"In":[170],"experimental":[172],"section,":[173],"tested":[179],"four":[181],"real":[182],"datasets":[185],"compared":[187],"against":[188],"existing":[189,197],"methods.":[190],"Experimental":[191],"results":[192],"demonstrate":[193],"outperforms":[196],"comparison":[198],"terms":[201],"effectiveness,":[206],"exhibiting":[207],"stronger":[208],"capabilities":[210],"robustness":[212]},"counts_by_year":[{"year":2026,"cited_by_count":23},{"year":2025,"cited_by_count":59},{"year":2024,"cited_by_count":13}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}