{"id":"https://openalex.org/W4309269460","doi":"https://doi.org/10.3390/rs14225780","title":"Remote Sensing Image Super-Resolution via Residual-Dense Hybrid Attention Network","display_name":"Remote Sensing Image Super-Resolution via Residual-Dense Hybrid Attention Network","publication_year":2022,"publication_date":"2022-11-16","ids":{"openalex":"https://openalex.org/W4309269460","doi":"https://doi.org/10.3390/rs14225780"},"language":"en","primary_location":{"id":"doi:10.3390/rs14225780","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225780","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5780/pdf?version=1668588273","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/22/5780/pdf?version=1668588273","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074888609","display_name":"Bo Yu","orcid":"https://orcid.org/0000-0001-5200-4108"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Yu","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250399, China"],"raw_orcid":"https://orcid.org/0000-0001-5200-4108","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250399, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056766372","display_name":"Bin Lei","orcid":"https://orcid.org/0000-0001-7625-9236"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bin Lei","raw_affiliation_strings":["Shandong Institutes of Industrial Technology, Jinan 250102, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Institutes of Industrial Technology, Jinan 250102, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057347296","display_name":"Jiayi Guo","orcid":"https://orcid.org/0000-0002-2272-0450"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210137199","display_name":"Aerospace Information Research Institute","ror":"https://ror.org/0419fj215","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210137199"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Guo","raw_affiliation_strings":["Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, China","Key Laboratory of Technology in Geo-Spatial Information Processing and Application System, Beijing 100190, China","School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 101408, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, China","institution_ids":["https://openalex.org/I4210137199","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Technology in Geo-Spatial Information Processing and Application System, Beijing 100190, China","institution_ids":[]},{"raw_affiliation_string":"School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 101408, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080244427","display_name":"Jiande Sun","orcid":"https://orcid.org/0000-0001-6157-2051"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiande Sun","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250399, China"],"raw_orcid":"https://orcid.org/0000-0001-6157-2051","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250399, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034929846","display_name":"Shengtao Li","orcid":"https://orcid.org/0000-0002-1014-8004"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shengtao Li","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan 250399, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan 250399, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075057938","display_name":"Guangshuai Xie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guangshuai Xie","raw_affiliation_strings":["Shandong Institutes of Industrial Technology, Jinan 250102, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shandong Institutes of Industrial Technology, Jinan 250102, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5034929846"],"corresponding_institution_ids":["https://openalex.org/I28006308"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":0.4894,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.63145892,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"14","issue":"22","first_page":"5780","last_page":"5780"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9943000078201294,"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":0.7906869649887085},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6462914943695068},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.6199286580085754},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6098241806030273},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5556951761245728},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.5249600410461426},{"id":"https://openalex.org/keywords/superresolution","display_name":"Superresolution","score":0.5159695744514465},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4814543128013611},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4798112213611603},{"id":"https://openalex.org/keywords/texture","display_name":"Texture (cosmology)","score":0.4466446340084076},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.44116532802581787},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4357106685638428},{"id":"https://openalex.org/keywords/low-resolution","display_name":"Low resolution","score":0.42405933141708374},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41742151975631714},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4167954921722412},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.35252344608306885},{"id":"https://openalex.org/keywords/high-resolution","display_name":"High resolution","score":0.3435520529747009},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.15042436122894287},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1420239806175232},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10717922449111938},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.06232362985610962}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7906869649887085},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6462914943695068},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.6199286580085754},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6098241806030273},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5556951761245728},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.5249600410461426},{"id":"https://openalex.org/C141239990","wikidata":"https://www.wikidata.org/wiki/Q957423","display_name":"Superresolution","level":3,"score":0.5159695744514465},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4814543128013611},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4798112213611603},{"id":"https://openalex.org/C2781195486","wikidata":"https://www.wikidata.org/wiki/Q289436","display_name":"Texture (cosmology)","level":3,"score":0.4466446340084076},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.44116532802581787},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4357106685638428},{"id":"https://openalex.org/C3019883945","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Low resolution","level":3,"score":0.42405933141708374},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41742151975631714},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4167954921722412},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.35252344608306885},{"id":"https://openalex.org/C3020199158","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"High resolution","level":2,"score":0.3435520529747009},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.15042436122894287},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1420239806175232},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10717922449111938},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.06232362985610962},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14225780","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225780","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5780/pdf?version=1668588273","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1068aacd05494bb19732f755bd318b8e","is_oa":true,"landing_page_url":"https://doaj.org/article/1068aacd05494bb19732f755bd318b8e","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":"Remote Sensing, Vol 14, Iss 22, p 5780 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/22/5780/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14225780","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 14; Issue 22; Pages: 5780","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14225780","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225780","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5780/pdf?version=1668588273","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4309269460.pdf","grobid_xml":"https://content.openalex.org/works/W4309269460.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1885185971","https://openalex.org/W1976598894","https://openalex.org/W1991867157","https://openalex.org/W1998500702","https://openalex.org/W2065896029","https://openalex.org/W2097117768","https://openalex.org/W2108273823","https://openalex.org/W2133665775","https://openalex.org/W2194775991","https://openalex.org/W2214802144","https://openalex.org/W2242218935","https://openalex.org/W2302255633","https://openalex.org/W2331128040","https://openalex.org/W2476548250","https://openalex.org/W2503339013","https://openalex.org/W2548107336","https://openalex.org/W2549139847","https://openalex.org/W2550553598","https://openalex.org/W2554753600","https://openalex.org/W2752782242","https://openalex.org/W2780544323","https://openalex.org/W2866634454","https://openalex.org/W2883996939","https://openalex.org/W2884585870","https://openalex.org/W2887695188","https://openalex.org/W2891158090","https://openalex.org/W2894343975","https://openalex.org/W2896155169","https://openalex.org/W2902168190","https://openalex.org/W2919046835","https://openalex.org/W2963122061","https://openalex.org/W2963372104","https://openalex.org/W2963446712","https://openalex.org/W2963470893","https://openalex.org/W2964164961","https://openalex.org/W2969393175","https://openalex.org/W2994928934","https://openalex.org/W3000775737","https://openalex.org/W3005521100","https://openalex.org/W3041327056","https://openalex.org/W3043257208","https://openalex.org/W3124561108","https://openalex.org/W3128176988","https://openalex.org/W4200024393"],"related_works":["https://openalex.org/W3004000015","https://openalex.org/W4379117832","https://openalex.org/W2559771220","https://openalex.org/W3206868371","https://openalex.org/W4387300017","https://openalex.org/W3122142891","https://openalex.org/W4292172049","https://openalex.org/W4296995023","https://openalex.org/W2070173637","https://openalex.org/W3097784260"],"abstract_inverted_index":{"Nowadays,":[0],"remote":[1],"sensing":[2],"datasets":[3],"with":[4,202],"long":[5],"temporal":[6],"coverage":[7],"generally":[8],"have":[9],"a":[10,72,78,117,125,132,172,178],"limited":[11],"spatial":[12,166],"resolution,":[13],"most":[14],"of":[15,36,46,56,100,135,146,153],"the":[16,20,34,43,53,86,91,98,101,140,154,159,195,209],"existing":[17],"research":[18],"uses":[19,85,158],"single":[21],"image":[22,93],"super-resolution":[23,75],"(SISR)":[24],"method":[25,76,212],"to":[26,33,51,94,168,185,192],"reconstruct":[27,52,194],"high-resolution":[28],"(HR)":[29],"images.":[30],"However,":[31],"due":[32],"lack":[35],"information":[37,89],"in":[38,90,215],"low-resolution":[39],"(LR)":[40],"images":[41,58],"and":[42,142,164,170,189,204,218],"ill-posed":[44],"nature":[45],"SISR,":[47],"it":[48,157],"is":[49,183],"difficult":[50],"fine":[54],"texture":[55,88],"HR":[57],"under":[59],"large-scale":[60],"magnification":[61],"factors":[62],"(e.g.,":[63],"four":[64],"times).":[65],"To":[66],"address":[67],"this":[68,121],"problem,":[69],"we":[70,123],"propose":[71,124],"new":[73],"reference-based":[74],"called":[77],"Residual-Dense":[79],"Hybrid":[80],"Attention":[81],"Network":[82],"(R-DHAN),":[83],"which":[84],"rich":[87],"reference":[92],"make":[95],"up":[96],"for":[97],"deficiency":[99],"original":[102],"LR":[103],"image.":[104,197],"The":[105,137],"proposed":[106,210],"SR":[107,207],"model":[108,169],"employs":[109],"Super-Resolution":[110],"by":[111],"Neural":[112],"Texture":[113],"Transfer":[114],"(SRNTT)":[115],"as":[116,131],"backbone.":[118],"Based":[119],"on":[120,187],"structure,":[122],"dense":[126],"hybrid":[127,179],"attention":[128,181],"block":[129,134],"(DHAB)":[130],"building":[133],"R-DHAN.":[136],"DHAB":[138],"fuses":[139],"input":[141],"its":[143],"internal":[144],"features":[145],"current":[147],"block.":[148],"While":[149],"making":[150],"full":[151],"use":[152],"feature":[155],"information,":[156],"interdependence":[160],"between":[161],"different":[162,165],"channels":[163],"dimensions":[167],"obtains":[171],"strong":[173],"representation":[174],"ability.":[175],"In":[176],"addition,":[177],"channel-spatial":[180],"mechanism":[182],"introduced":[184],"focus":[186],"important":[188],"useful":[190],"regions":[191],"better":[193],"final":[196],"Experiments":[198],"show":[199],"that":[200],"compared":[201],"SRNTT":[203],"some":[205],"classical":[206],"techniques,":[208],"R-DHAN":[211],"performs":[213],"well":[214],"quantitative":[216],"evaluation":[217],"visual":[219],"quality.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-11-25T00:00:00"}