{"id":"https://openalex.org/W3194693407","doi":"https://doi.org/10.1109/icip42928.2021.9506655","title":"Encoder Optimizations For The NNR Standard On Neural Network Compression","display_name":"Encoder Optimizations For The NNR Standard On Neural Network Compression","publication_year":2021,"publication_date":"2021-08-23","ids":{"openalex":"https://openalex.org/W3194693407","doi":"https://doi.org/10.1109/icip42928.2021.9506655","mag":"3194693407"},"language":"en","primary_location":{"id":"doi:10.1109/icip42928.2021.9506655","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip42928.2021.9506655","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Image Processing (ICIP)","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/A5047193422","display_name":"Paul Haase","orcid":"https://orcid.org/0000-0002-0273-4564"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Paul Haase","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013183523","display_name":"Daniel Becking","orcid":"https://orcid.org/0000-0002-0459-9781"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Becking","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039715520","display_name":"Heiner Kirchhoffer","orcid":"https://orcid.org/0000-0002-4955-1263"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Heiner Kirchhoffer","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019469492","display_name":"Karsten M\u00fcller","orcid":null},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Karsten Muller","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056193742","display_name":"Heiko Schwarz","orcid":"https://orcid.org/0000-0002-7136-0041"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I75951250","display_name":"Freie Universit\u00e4t Berlin","ror":"https://ror.org/046ak2485","country_code":"DE","type":"education","lineage":["https://openalex.org/I75951250"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Heiko Schwarz","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","Institute of Computer Science, Free University of Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Institute of Computer Science, Free University of Berlin, Germany","institution_ids":["https://openalex.org/I75951250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026451495","display_name":"Wojciech Samek","orcid":"https://orcid.org/0000-0002-6283-3265"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Wojciech Samek","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083836367","display_name":"Detlev Marpe","orcid":"https://orcid.org/0000-0002-5391-3247"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Detlev Marpe","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034084717","display_name":"Thomas Wiegand","orcid":"https://orcid.org/0000-0002-1121-2581"},"institutions":[{"id":"https://openalex.org/I2800274787","display_name":"Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute","ror":"https://ror.org/02tbr6331","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800274787","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Wiegand","raw_affiliation_strings":["Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","Technical University of Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute,Berlin,Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Fraunhofer Heinrich-Hertz-Institute, Berlin, Germany","institution_ids":["https://openalex.org/I2800274787"]},{"raw_affiliation_string":"Technical University of Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.269,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81902264,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"3522","last_page":"3526"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10741","display_name":"Video Coding and Compression Technologies","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.9997000098228455,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9979000091552734,"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/encoder","display_name":"Encoder","score":0.7508813142776489},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.7418959736824036},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6605736017227173},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6313641667366028},{"id":"https://openalex.org/keywords/bitstream","display_name":"Bitstream","score":0.5846626162528992},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.5602385401725769},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.48588651418685913},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4779755771160126},{"id":"https://openalex.org/keywords/arithmetic-coding","display_name":"Arithmetic coding","score":0.4695345163345337},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.419716477394104},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.32606539130210876},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32074403762817383},{"id":"https://openalex.org/keywords/context-adaptive-binary-arithmetic-coding","display_name":"Context-adaptive binary arithmetic coding","score":0.23568186163902283},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23539701104164124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20822405815124512},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.11328524351119995}],"concepts":[{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.7508813142776489},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.7418959736824036},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6605736017227173},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6313641667366028},{"id":"https://openalex.org/C136695289","wikidata":"https://www.wikidata.org/wiki/Q415568","display_name":"Bitstream","level":3,"score":0.5846626162528992},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.5602385401725769},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.48588651418685913},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4779755771160126},{"id":"https://openalex.org/C153338461","wikidata":"https://www.wikidata.org/wiki/Q2651","display_name":"Arithmetic coding","level":4,"score":0.4695345163345337},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.419716477394104},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.32606539130210876},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32074403762817383},{"id":"https://openalex.org/C175732694","wikidata":"https://www.wikidata.org/wiki/Q1128713","display_name":"Context-adaptive binary arithmetic coding","level":3,"score":0.23568186163902283},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23539701104164124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20822405815124512},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.11328524351119995},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icip42928.2021.9506655","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip42928.2021.9506655","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/504572","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/504572","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2129768577","https://openalex.org/W2133882791","https://openalex.org/W2140199336","https://openalex.org/W2541884796","https://openalex.org/W2724616073","https://openalex.org/W2796625795","https://openalex.org/W2989289980","https://openalex.org/W3004198379","https://openalex.org/W3010079658","https://openalex.org/W3013660383","https://openalex.org/W3090291247","https://openalex.org/W4318619660","https://openalex.org/W6797674293"],"related_works":["https://openalex.org/W1888655105","https://openalex.org/W4221051479","https://openalex.org/W1805927859","https://openalex.org/W2783530627","https://openalex.org/W2311146512","https://openalex.org/W2329237514","https://openalex.org/W2144823424","https://openalex.org/W2130549262","https://openalex.org/W2756410301","https://openalex.org/W2295051055"],"abstract_inverted_index":{"The":[0,29],"novel":[1],"Neural":[2],"Network":[3],"Compression":[4],"and":[5,68,98,105,116],"Representation":[6],"Standard":[7],"(NNR),":[8],"recently":[9],"issued":[10],"by":[11,38],"ISO/IEC":[12],"MPEG,":[13],"achieves":[14],"very":[15,49],"high":[16],"coding":[17,119],"gains,":[18],"compressing":[19],"neural":[20],"networks":[21],"to":[22,124,134],"5%":[23],"in":[24,132],"size":[25,128],"without":[26],"accuracy":[27],"loss.":[28],"underlying":[30],"NNR":[31,46,118],"encoder":[32],"technology":[33],"includes":[34],"parameter":[35,71],"quantization,":[36],"followed":[37],"efficient":[39],"arithmetic":[40],"coding,":[41],"namely":[42,85],"DeepCABAC.":[43],"In":[44],"addition,":[45],"also":[47],"allows":[48],"flexible":[50],"adaptations,":[51],"such":[52],"as":[53],"signaling":[54],"specific":[55,70],"local":[56,91],"scaling":[57,92],"values,":[58],"setting":[59],"quantization":[60,96,112],"parameters":[61,89],"per":[62,66],"tensor":[63],"rather":[64],"than":[65],"network":[67],"supporting":[69],"fusion":[72],"operations.":[73],"This":[74],"paper":[75],"presents":[76],"our":[77],"new":[78],"approach":[79],"for":[80,90],"optimally":[81],"deriving":[82],"these":[83],"parameters,":[84],"the":[86,109,117,135],"derivation":[87],"of":[88,129],"adaptation":[93],"(LSA),":[94],"inference-optimized":[95],"(IOQ),":[97],"batch-norm":[99],"folding":[100],"(BNF).":[101],"By":[102],"allowing":[103],"inference":[104],"fine":[106],"tuning":[107],"within":[108],"encoding":[110],"process,":[111],"errors":[113],"are":[114],"reduced":[115],"efficiency":[120],"is":[121],"further":[122],"improved":[123],"a":[125],"compressed":[126],"bitstream":[127],"only":[130],"3%":[131],"comparison":[133],"original":[136],"model":[137],"size.":[138]},"counts_by_year":[{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
