no code implementations • 6 May 2024 • Lunchen Xie, Eugenio Lomurno, Matteo Gambella, Danilo Ardagna, Manuel Roveri, Matteo Matteucci, Qingjiang Shi
Accurate classification of medical images is essential for modern diagnostics.
2 code implementations • 29 Feb 2024 • Matteo Gambella, Fabrizio Pittorino, Manuel Roveri
FlatNAS achieves a good trade-off between performance, OOD generalization, and the number of parameters, by using only in-distribution data in the NAS exploration.
2 code implementations • 24 Jan 2024 • Matteo Gambella, Jary Pomponi, Simone Scardapane, Manuel Roveri
To this end, this work presents Neural Architecture Search for Hardware Constrained Early Exit Neural Networks (NACHOS), the first NAS framework for the design of optimal EENNs satisfying constraints on the accuracy and the number of Multiply and Accumulate (MAC) operations performed by the EENNs at inference time.