FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3087865721> ?p ?o ?g. }

• W3087865721 endingPage "5558" @default.
• W3087865721 startingPage "5558" @default.
• W3087865721 abstract "Due to the high throughput and high computing capability of convolutional neural networks (CNNs), researchers are paying increasing attention to the design of CNNs hardware accelerator architecture. Accordingly, in this paper, we propose a block parallel computing algorithm based on the matrix transformation computing algorithm (MTCA) to realize the convolution expansion and resolve the block problem of the intermediate matrix. It enables high parallel implementation on hardware. Moreover, we also provide a specific calculation method for the optimal partition of matrix multiplication to optimize performance. In our evaluation, our proposed method saves more than 60% of hardware storage space compared with the im2col(image to column) approach. More specifically, in the case of large-scale convolutions, it saves nearly 82% of storage space. Under the accelerator architecture framework designed in this paper, we realize the performance of 26.7GFLOPS-33.4GFLOPS (depending on convolution type) on FPGA(Field Programmable Gate Array) by reducing bandwidth and improving data reusability. It is 1.2×–4.0× faster than memory-efficient convolution (MEC) and im2col, respectively, and represents an effective solution for a large-scale convolution accelerator." @default.
• W3087865721 created "2020-10-01" @default.
• W3087865721 creator A5008500554 @default.
• W3087865721 creator A5020072616 @default.
• W3087865721 creator A5047072104 @default.
• W3087865721 date "2020-09-28" @default.
• W3087865721 modified "2023-10-17" @default.
• W3087865721 title "An Accelerator Design Using a MTCA Decomposition Algorithm for CNNs" @default.
• W3087865721 cites W1745334888 @default.
• W3087865721 cites W2048266589 @default.
• W3087865721 cites W2088049833 @default.
• W3087865721 cites W2102605133 @default.
• W3087865721 cites W2172654076 @default.
• W3087865721 cites W2289252105 @default.
• W3087865721 cites W2515287984 @default.
• W3087865721 cites W2618530766 @default.
• W3087865721 cites W2762119105 @default.
• W3087865721 cites W2766143712 @default.
• W3087865721 cites W2768993447 @default.
• W3087865721 cites W2773339846 @default.
• W3087865721 cites W2795915628 @default.
• W3087865721 cites W2800891657 @default.
• W3087865721 cites W2906043559 @default.
• W3087865721 cites W2958048929 @default.
• W3087865721 cites W2997438783 @default.
• W3087865721 cites W3038838661 @default.
• W3087865721 cites W3038988173 @default.
• W3087865721 cites W4253012315 @default.
• W3087865721 doi "https://doi.org/10.3390/s20195558" @default.
• W3087865721 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7583864" @default.
• W3087865721 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/32998366" @default.
• W3087865721 hasPublicationYear "2020" @default.
• W3087865721 type Work @default.
• W3087865721 sameAs 3087865721 @default.
• W3087865721 citedByCount "4" @default.
• W3087865721 countsByYear W30878657212021 @default.
• W3087865721 countsByYear W30878657212022 @default.
• W3087865721 crossrefType "journal-article" @default.
• W3087865721 hasAuthorship W3087865721A5008500554 @default.
• W3087865721 hasAuthorship W3087865721A5020072616 @default.
• W3087865721 hasAuthorship W3087865721A5047072104 @default.
• W3087865721 hasBestOaLocation W30878657211 @default.
• W3087865721 hasConcept C11413529 @default.
• W3087865721 hasConcept C114237110 @default.
• W3087865721 hasConcept C114614502 @default.
• W3087865721 hasConcept C121332964 @default.
• W3087865721 hasConcept C13164978 @default.
• W3087865721 hasConcept C154945302 @default.
• W3087865721 hasConcept C157764524 @default.
• W3087865721 hasConcept C17349429 @default.
• W3087865721 hasConcept C173608175 @default.
• W3087865721 hasConcept C2524010 @default.
• W3087865721 hasConcept C2777210771 @default.
• W3087865721 hasConcept C33923547 @default.
• W3087865721 hasConcept C41008148 @default.
• W3087865721 hasConcept C42812 @default.
• W3087865721 hasConcept C42935608 @default.
• W3087865721 hasConcept C45347329 @default.
• W3087865721 hasConcept C50644808 @default.
• W3087865721 hasConcept C555944384 @default.
• W3087865721 hasConcept C62520636 @default.
• W3087865721 hasConcept C68339613 @default.
• W3087865721 hasConcept C76155785 @default.
• W3087865721 hasConcept C81363708 @default.
• W3087865721 hasConcept C84114770 @default.
• W3087865721 hasConcept C9390403 @default.
• W3087865721 hasConceptScore W3087865721C11413529 @default.
• W3087865721 hasConceptScore W3087865721C114237110 @default.
• W3087865721 hasConceptScore W3087865721C114614502 @default.
• W3087865721 hasConceptScore W3087865721C121332964 @default.
• W3087865721 hasConceptScore W3087865721C13164978 @default.
• W3087865721 hasConceptScore W3087865721C154945302 @default.
• W3087865721 hasConceptScore W3087865721C157764524 @default.
• W3087865721 hasConceptScore W3087865721C17349429 @default.
• W3087865721 hasConceptScore W3087865721C173608175 @default.
• W3087865721 hasConceptScore W3087865721C2524010 @default.
• W3087865721 hasConceptScore W3087865721C2777210771 @default.
• W3087865721 hasConceptScore W3087865721C33923547 @default.
• W3087865721 hasConceptScore W3087865721C41008148 @default.
• W3087865721 hasConceptScore W3087865721C42812 @default.
• W3087865721 hasConceptScore W3087865721C42935608 @default.
• W3087865721 hasConceptScore W3087865721C45347329 @default.
• W3087865721 hasConceptScore W3087865721C50644808 @default.
• W3087865721 hasConceptScore W3087865721C555944384 @default.
• W3087865721 hasConceptScore W3087865721C62520636 @default.
• W3087865721 hasConceptScore W3087865721C68339613 @default.
• W3087865721 hasConceptScore W3087865721C76155785 @default.
• W3087865721 hasConceptScore W3087865721C81363708 @default.
• W3087865721 hasConceptScore W3087865721C84114770 @default.
• W3087865721 hasConceptScore W3087865721C9390403 @default.
• W3087865721 hasIssue "19" @default.
• W3087865721 hasLocation W30878657211 @default.
• W3087865721 hasLocation W30878657212 @default.
• W3087865721 hasLocation W30878657213 @default.
• W3087865721 hasLocation W30878657214 @default.
• W3087865721 hasOpenAccess W3087865721 @default.
• W3087865721 hasPrimaryLocation W30878657211 @default.
• W3087865721 hasRelatedWork W2565158842 @default.

• next