Co-Designing Hardware and Models for Efficient On-Device ML Inference
Mattina, Matthew
Published in 2021 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) (26.07.2021)
Published in 2021 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) (26.07.2021)
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Conference Proceeding
Efficient Winograd or Cook-Toom Convolution Kernel Implementation on Widely Used Mobile CPUs
Maji, Partha, Mundy, Andrew, Dasika, Ganesh, Beu, Jesse, Mattina, Matthew, Mullins, Robert
Published in 2019 2nd Workshop on Energy Efficient Machine Learning and Cognitive Computing for Embedded Applications (EMC2) (01.02.2019)
Published in 2019 2nd Workshop on Energy Efficient Machine Learning and Cognitive Computing for Embedded Applications (EMC2) (01.02.2019)
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Conference Proceeding
Euphrates: Algorithm-SoC Co-Design for Low-Power Mobile Continuous Vision
Zhu, Yuhao, Samajdar, Anand, Mattina, Matthew, Whatmough, Paul
Published in 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA) (01.06.2018)
Published in 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA) (01.06.2018)
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Conference Proceeding
Systolic Tensor Array: An Efficient Structured-Sparse GEMM Accelerator for Mobile CNN Inference
Liu, Zhi-Gang, Whatmough, Paul N., Mattina, Matthew
Published in IEEE computer architecture letters (01.01.2020)
Published in IEEE computer architecture letters (01.01.2020)
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Journal Article
On-Chip Interconnection Architecture of the Tile Processor
Wentzlaff, D., Griffin, P., Hoffmann, H., Liewei Bao, Edwards, B., Ramey, C., Mattina, M., Chyi-Chang Miao, Brown, J.F., Agarwal, A.
Published in IEEE MICRO (01.09.2007)
Published in IEEE MICRO (01.09.2007)
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Journal Article
행렬 연산들을 위한 장치 및 방법
LIU ZHIGANG, WHATMOUGH PAUL NICHOLAS, MATTINA MATTHEW, MANSELL DAVID HENNAH
Year of Publication 18.01.2022
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Year of Publication 18.01.2022
Patent
Towards Efficient Point Cloud Graph Neural Networks Through Architectural Simplification
Tailor, Shyam A., de Jong, Rene, Azevedo, Tiago, Mattina, Matthew, Maji, Partha
Published in 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2021)
Published in 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2021)
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Conference Proceeding
ISP4ML: The Role of Image Signal Processing in Efficient Deep Learning Vision Systems
Hansen, Patrick, Vilkin, Alexey, Krustalev, Yury, Imber, James, Talagala, Dumidu, Hanwell, David, Mattina, Matthew, Whatmough, Paul N.
Published in 2020 25th International Conference on Pattern Recognition (ICPR) (10.01.2021)
Published in 2020 25th International Conference on Pattern Recognition (ICPR) (10.01.2021)
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Conference Proceeding
A Systematic Methodology for Characterizing Scalability of DNN Accelerators using SCALE-Sim
Samajdar, Ananda, Joseph, Jan Moritz, Zhu, Yuhao, Whatmough, Paul, Mattina, Matthew, Krishna, Tushar
Published in 2020 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.08.2020)
Published in 2020 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) (01.08.2020)
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Conference Proceeding
TILE64 - Processor: A 64-Core SoC with Mesh Interconnect
Bell, Shane, Edwards, Bruce, Amann, John, Conlin, Rich, Joyce, Kevin, Leung, Vince, MacKay, John, Reif, Mike, Bao, Liewei, Brown, John, Mattina, Matthew, Miao, Chyi-Chang, Ramey, Carl, Wentzlaff, David, Anderson, Walker, Berger, Ethan, Fairbanks, Nat, Khan, Durlov, Montenegro, Froilan, Stickney, Jay, Zook, John
Published in 2008 IEEE International Solid-State Circuits Conference - Digest of Technical Papers (01.02.2008)
Published in 2008 IEEE International Solid-State Circuits Conference - Digest of Technical Papers (01.02.2008)
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Conference Proceeding
Ternary MobileNets via Per-Layer Hybrid Filter Banks
Gope, Dibakar, Beu, Jesse, Thakker, Urmish, Mattina, Matthew
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2020)
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2020)
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Conference Proceeding