Efficient DL inference on Micro-Controllers

2020

1. CMix-NN: Mixed low-precision CNN library for memory-constrained edge devices

   Alessandro Capotondi, Manuele Rusci, Marco Fariselli, and 1 more author

   IEEE Transactions on Circuits and Systems II: Express Briefs, 2020
2. Memory-driven mixed low precision quantization for enabling deep network inference on microcontrollers

   Manuele Rusci, Alessandro Capotondi, and Luca Benini

   Proceedings of Machine Learning and Systems, 2020

   Code
3. PULP-NN: accelerating quantized neural networks on parallel ultra-low-power RISC-V processors

   Angelo Garofalo, Manuele Rusci, Francesco Conti, and 2 more authors

   Philosophical Transactions of the Royal Society A, 2020
4. Leveraging automated mixed-low-precision quantization for tiny edge microcontrollers

   Manuele Rusci, Marco Fariselli, Alessandro Capotondi, and 1 more author

   In IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning: Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers 2, 2020