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Targeting DNN Inference Via Efficient Utilization of Heterogeneous Precision DNN Accelerators

O. Spantidi, G. Zervakis, S. Alsalamin, I. Roman-Ballesteros, J. Henkel, H. Amrouch, and I. Anagnostopoulos. IEEE transactions on emerging topics in computing, 11 (1): 112-125 (2023)
DOI: 10.1109/TETC.2022.3178730

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SPARTAN project: Efficient implementation of computer vision algorithms onto reconfigurable platform targeting to space applications.K. Siozios, D. Diamantopoulos, I. Kostavelis, E. Boukas, L. Nalpantidis, D. Soudris, A. Gasteratos, M. Avilés, and I. Anagnostopoulos. ReCoSoC, page 1-9. IEEE, (2011)Throughput optimization and resource allocation on GPUs under multi-application execution.S. Punyala, T. Marinakis, A. Komaee, and I. Anagnostopoulos. DATE, page 73-78. IEEE, (2018)Power-aware dynamic memory management on many-core platforms utilizing DVFS.I. Anagnostopoulos, J. Chabloz, I. Koutras, A. Bartzas, A. Hemani, and D. Soudris. ACM Trans. Embedded Comput. Syst., 13 (1s): 40:1-40:25 (2013)High-level customization framework for application-specific NoC architectures.I. Anagnostopoulos, A. Bartzas, I. Filippopoulos, and D. Soudris. Design Autom. for Emb. Sys., 16 (4): 339-361 (2012)DROP: Distributed Run-Time and Power Constraint Mapping for Many-Core Systems.M. Mohammad, and I. Anagnostopoulos. ICECS, page 245-248. IEEE, (2018)Fog Computing and Efficient Resource Management in the era of Internet-of-Video Things (IoVT).S. Perala, I. Galanis, and I. Anagnostopoulos. ISCAS, page 1-5. IEEE, (2018)Custom multi-threaded Dynamic Memory Management for Multiprocessor System-on-Chip platforms.S. Xydis, A. Bartzas, I. Anagnostopoulos, D. Soudris, and K. Pekmestzi. ICSAMOS, page 102-109. IEEE, (2010)A multi-agent based system for run-time distributed resource management.I. Galanis, D. Olsen, and I. Anagnostopoulos. ISCAS, page 1-4. IEEE, (2017)Agora: Agent and market-based resource management for many-core systems.T. Melissaris, I. Anagnostopoulos, D. Soudris, and D. Reisis. ICECS, page 400-403. IEEE, (2016)Mapping Optimisation for Scalable Multi-core ARchiTecture: The MOSART Approach.B. Candaele, S. Aguirre, M. Sarlotte, I. Anagnostopoulos, S. Xydis, A. Bartzas, D. Bekiaris, D. Soudris, Z. Lu, X. Chen and 11 other author(s). ISVLSI, page 518-523. IEEE Computer Society, (2010)

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Targeting DNN Inference Via Efficient Utilization of Heterogeneous Precision DNN Accelerators

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Targeting DNN Inference Via Efficient Utilization of Heterogeneous Precision DNN Accelerators