A Full HD 60 fps CNN Super Resolution Processor with Selective Caching based Layer Fusion for Mobile Devices

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A high-throughput CNN super resolution (SR) processor is proposed for memory efficient SR processing. It has three key features: 1) selective caching based layer fusion to minimize external memory access (EMA), 2) memory compaction scheme for smaller on-chip memory footprint, and 3) cyclic ring core architecture to increase the throughput with improved core utilization. As a result, the implemented processor achieves 60 frames-per-second throughput in generating full HD images.
Publisher
Institute of Electrical and Electronics Engineers Inc.
Issue Date
2019-06
Language
English
Citation

33rd Symposium on VLSI Circuits, VLSI Circuits 2019, pp.C302 - C303

DOI
10.23919/VLSIC.2019.8778104
URI
http://hdl.handle.net/10203/268711
Appears in Collection
EE-Conference Papers(학술회의논문)
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