Full metadata record
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.advisor | 김민수 | - |
| dc.contributor.author | Sanghyeon Lee | - |
| dc.date.accessioned | 2019-10-02T16:03:37Z | - |
| dc.date.available | 2019-10-02T16:03:37Z | - |
| dc.date.issued | 2019 | - |
| dc.identifier.uri | http://dgist.dcollection.net/common/orgView/200000171479 | en_US |
| dc.identifier.uri | http://hdl.handle.net/20.500.11750/10739 | - |
| dc.description.statementofresponsibility | prohibition | - |
| dc.description.tableofcontents | Ⅰ. INTRODUCTION·························································································· 1 ⅠⅠ. BACKGROUND························································································ 4 2.1 LMDB ···································································································· 4 2.2 Apache Kafka························································································· 5 ⅠⅠⅠ. MULTIMODAL DATA MANAGEMENT SYSTEM···································· 6 3.1 Batch and stream data ··········································································· 6 3.2 Batch and stream processing ································································· 7 ⅠV. MULTIMODAL DATA MANAGEMENT METHOD······································· 9 4.1 MDF ········································································································ 9 4.2 RID Table ······························································································ 11 4.3 Image MDF ·························································································· 13 4.4 Relational MDF ····················································································· 14 V. STREAM PROCESSING FOR DEEP LEARNING··············································· 16 5.1 Stream platform ····················································································· 17 5.2 Stream processing method ····································································· 18 5.3 Stream processing module ····································································· 20 VⅠ. EXPERIMENTS·························································································· 22 6.1 Experimental setup················································································· 22 6.2 Data conversion······················································································ 22 6.3 Stream processing for deep learning······················································· 24 6.3.1 Surveillance and drama video data··················································· 25 6.3.2 Surveillance data with noise images················································· 26 6.3.3 Unrelated video consisting of MasterCOCO dataset······························· 27 VⅠⅠ. CONCLUSION AND FUTURE WORK························································ 28 VⅠⅠⅠ. REFERENCE························································································· 29 |
- |
| dc.format.extent | 32 | - |
| dc.language | eng | - |
| dc.publisher | DGIST | - |
| dc.source | /home/dspace/dspace53/upload/200000171479.pdf | - |
| dc.title | Multimodal Data Management in Disks and Main Memory for Deep Learning | - |
| dc.title.alternative | 디스크 및 메인 메모리에서 딥러닝을 위한 멀티모달 데이터 관리 | - |
| dc.type | Thesis | - |
| dc.identifier.doi | 10.22699/thesis.200000171479 | - |
| dc.description.degree | MASTER | - |
| dc.contributor.department | Information and Communication Engineering | - |
| dc.contributor.coadvisor | Dooseok Lee | - |
| dc.date.awarded | 2019-02 | - |
| dc.publisher.location | Daegu | - |
| dc.description.database | dCollection | - |
| dc.citation | XT.IM 이52 201902 | - |
| dc.date.accepted | 2019-01-30 | - |
| dc.contributor.alternativeDepartment | 정보통신융합전공 | - |
| dc.embargo.liftdate | 2021-02-01 | - |
| dc.contributor.affiliatedAuthor | Lee, Dooseok | - |
| dc.contributor.affiliatedAuthor | Lee, Sanghyeon | - |
| dc.contributor.affiliatedAuthor | Kim, Min-Soo | - |
| dc.contributor.alternativeName | 이상현 | - |
| dc.contributor.alternativeName | 이두석 | - |
| dc.contributor.alternativeName | Min-Soo Kim | - |
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