{"links":{},"id":195116,"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00195116","sets":["1164:1579:9681:9756"]},"path":["9756"],"owner":"44499","recid":"195116","title":["High-Accuracy and Cost-Effective Neural Networks for Embedded Systems"],"pubdate":{"attribute_name":"公開日","attribute_value":"2019-03-10"},"_buckets":{"deposit":"b6e382f1-b0f8-42de-ad9d-94f72df0939c"},"_deposit":{"id":"195116","pid":{"type":"depid","value":"195116","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"High-Accuracy and Cost-Effective Neural Networks for Embedded Systems","author_link":["463724","463722","463721","463725","463727","463726","463720","463723"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"High-Accuracy and Cost-Effective Neural Networks for Embedded Systems"},{"subitem_title":"High-Accuracy and Cost-Effective Neural Networks for Embedded 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In this study, we show that the inference accuracy can be improved by using an ensemble of a few BNNs. In addition, we report our implementation on an FPGA.","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"Binarized Neural Network (BNN) is a promising technique for embedded inference hardware due to the small hardware cost, but the inference accuracy is degraded compared to a full-precision CNN. In this study, we show that the inference accuracy can be improved by using an ensemble of a few BNNs. In addition, we report our implementation on an FPGA.","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告システム・アーキテクチャ(ARC)"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2019-03-10","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"36","bibliographicVolumeNumber":"2019-ARC-235"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"created":"2025-01-19T01:00:07.884582+00:00","updated":"2025-01-19T23:12:45.007614+00:00"}