AnaCoNGA: Analytical HW-CNN Co-Design Using Nested Genetic Algorithms

Author:

Fasfous Nael1,Vemparala Manoj Rohit2,Frickenstein Alexander2,Valpreda Emanuele3,Salihu Driton1,Hufer Julian4,Singh Anmol2,Nagaraja Naveen-Shankar2,Voegel Hans-Joerg2,Vu Doan Nguyen Anh1,Martina Maurizio3,Becker Juergen4,Stechele Walter1

Affiliation:

1. Technical University of Munich,Department of Electrical and Computer Engineering,Germany

2. Autonomous Driving, BMW Group,Germany

3. Politecnico di Torino,Department of Electronics and Telecommunications,Italy

4. Karlsruhe Institute of Technology,Department of Electrical Engineering and Information Technology,Germany

Publisher

IEEE

Reference14 articles.

Cited by 11 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Toward Efficient Co- Design of CNN Quantization and HW Architecture on FPGA Hybrid-Accelerator;2024 2nd International Symposium of Electronics Design Automation (ISEDA);2024-05-10

2. MARLIN: A Co-Design Methodology for Approximate ReconfigurabLe Inference of Neural Networks at the Edge;IEEE Transactions on Circuits and Systems I: Regular Papers;2024-05

3. MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting;2024 Design, Automation & Test in Europe Conference & Exhibition (DATE);2024-03-25

4. TEMET: Truncated REconfigurable Multiplier with Error Tuning;Lecture Notes in Electrical Engineering;2024

5. Hardware-Aware Evolutionary Approaches to Deep Neural Networks;Handbook of Evolutionary Machine Learning;2023-11-02

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