{"id":"https://openalex.org/W4404133755","doi":"https://doi.org/10.1145/3649329.3655952","title":"Auto-ISP: An Efficient Real-Time Automatic Hyperparameter Optimization Framework for ISP Hardware System","display_name":"Auto-ISP: An Efficient Real-Time Automatic Hyperparameter Optimization Framework for ISP Hardware System","publication_year":2024,"publication_date":"2024-06-23","ids":{"openalex":"https://openalex.org/W4404133755","doi":"https://doi.org/10.1145/3649329.3655952"},"language":"en","primary_location":{"id":"doi:10.1145/3649329.3655952","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649329.3655952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100440966","display_name":"Jiaming Liu","orcid":"https://orcid.org/0000-0001-9629-9788"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaming Liu","raw_affiliation_strings":["Fudan University, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-9629-9788","affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005972548","display_name":"Z. Q. Liu","orcid":"https://orcid.org/0009-0005-2182-3123"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihao Liu","raw_affiliation_strings":["Alibaba, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0005-2182-3123","affiliations":[{"raw_affiliation_string":"Alibaba, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104095613","display_name":"Xuan Huang","orcid":"https://orcid.org/0000-0002-6635-8297"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Huang","raw_affiliation_strings":["Fudan University, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-6635-8297","affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101233722","display_name":"Ruoxi Zhu","orcid":"https://orcid.org/0009-0004-2017-6705"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoxi Zhu","raw_affiliation_strings":["Fudan University, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0004-2017-6705","affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089222298","display_name":"Qi Zheng","orcid":"https://orcid.org/0000-0002-9340-6709"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Zheng","raw_affiliation_strings":["Fudan University, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-9340-6709","affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044357493","display_name":"Zhijian Hao","orcid":"https://orcid.org/0000-0002-7892-5973"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijian Hao","raw_affiliation_strings":["Fudan University, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-7892-5973","affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100702495","display_name":"Tao Liu","orcid":"https://orcid.org/0000-0002-7535-444X"},"institutions":[{"id":"https://openalex.org/I2276074","display_name":"Lawrence Technological University","ror":"https://ror.org/04d52ej85","country_code":"US","type":"education","lineage":["https://openalex.org/I2276074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tao Liu","raw_affiliation_strings":["Lawrence Technological University, Southfield, MI, United States"],"raw_orcid":"https://orcid.org/0000-0002-7535-444X","affiliations":[{"raw_affiliation_string":"Lawrence Technological University, Southfield, MI, United States","institution_ids":["https://openalex.org/I2276074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062927280","display_name":"Jun Tao","orcid":"https://orcid.org/0000-0001-8742-687X"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Tao","raw_affiliation_strings":["Fudan University, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-8742-687X","affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085004179","display_name":"Yibo Fan","orcid":"https://orcid.org/0000-0003-2523-8261"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibo Fan","raw_affiliation_strings":["Fudan University, Shanghai, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-2523-8261","affiliations":[{"raw_affiliation_string":"Fudan University, Shanghai, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11697","display_name":"Numerical Methods and Algorithms","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/hyperparameter","display_name":"Hyperparameter","score":0.8462625741958618},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7311838269233704},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4924965798854828},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.4692554175853729},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4431939423084259},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.44112205505371094},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3610413074493408},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3368474841117859},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28057268261909485}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.8462625741958618},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7311838269233704},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4924965798854828},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.4692554175853729},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4431939423084259},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.44112205505371094},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3610413074493408},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3368474841117859},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28057268261909485}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3649329.3655952","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3649329.3655952","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6391884445","display_name":null,"funder_award_id":"62031009","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2137166918","https://openalex.org/W2138694496","https://openalex.org/W2799265886","https://openalex.org/W2950650271","https://openalex.org/W2952323569","https://openalex.org/W2962360676","https://openalex.org/W3035635957","https://openalex.org/W3100866725","https://openalex.org/W3112648603","https://openalex.org/W3174621777","https://openalex.org/W3176833789","https://openalex.org/W3199451736","https://openalex.org/W3203631022","https://openalex.org/W3215932031","https://openalex.org/W4285033365","https://openalex.org/W4293024052","https://openalex.org/W4297097693"],"related_works":["https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2140186469","https://openalex.org/W4389724018","https://openalex.org/W4318719684","https://openalex.org/W2775233965","https://openalex.org/W4318559728","https://openalex.org/W1967938402","https://openalex.org/W2386041993","https://openalex.org/W1608572506"],"abstract_inverted_index":{"Image":[0],"Signal":[1],"Processor":[2],"(ISP)":[3],"is":[4],"widely":[5],"used":[6],"in":[7,47,77,84,94],"intelligent":[8],"edge":[9],"devices":[10],"across":[11],"various":[12],"scenarios.":[13,63],"The":[14],"intricate":[15],"and":[16,70,79],"time-consuming":[17],"tuning":[18],"process":[19],"demands":[20],"substantial":[21],"expertise.":[22],"Current":[23],"AI-based":[24],"auto-tuning":[25],"operates":[26],"discretely":[27],"offline,":[28],"relying":[29],"on":[30,44],"predefined":[31],"scenes":[32],"with":[33,40],"human":[34,78],"intervention,":[35],"leading":[36],"to":[37,60],"inconvenient":[38],"manipulation,":[39],"potentially":[41],"fatal":[42],"impacts":[43],"downstream":[45],"tasks":[46],"unforeseen":[48,86],"scenes.":[49,87],"We":[50],"propose":[51],"a":[52,67,71],"real-time":[53,85],"automatic":[54],"hyperparameter":[55],"optimization":[56],"ISP":[57],"hardware":[58,72],"system":[59],"address":[61],"real-world":[62],"Our":[64],"design":[65],"features":[66],"tri-step":[68],"framework":[69],"accelerator,":[73],"demonstrating":[74],"superior":[75],"performance":[76],"computer":[80],"vision":[81],"tasks,":[82],"even":[83],"Experiments":[88],"showcase":[89],"its":[90],"practicality,":[91],"achieving":[92],"1080P@75FPS/240FPS":[93],"FPGA/ASIC,":[95],"respectively.":[96]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
