PiQi: Partially Quantized DNN Inference on HMPSoCs

Author:

Aghapour Ehsan1ORCID,Shen Yixian2ORCID,Sapra Dolly3ORCID,Pimentel Andy1ORCID,Pathania Anuj4ORCID

Affiliation:

1. University of Amsterdam, Amsterdam, North holland, Netherlands

2. University of Amsterdam, Amsterdam, Netherlands

3. University Van Amsterdam, Amsterdam, North Holland, Netherlands

4. University of Amsterdam, Amsterdam, North-Holland, Netherlands

Publisher

ACM

Reference21 articles.

1. Ehsan Aghapour et al. 2022. CPU-GPU Layer-Switched Low Latency CNN Inference. In DSD.

2. Ehsan Aghapour et al. 2023. PELSI: Power-Efficient Layer-Switched Inference. In RTCSA.

3. ARM-CO-UP: ARM COoperative Utilization of Processors

4. Hyunho Ahn et al. 2023. Performance Characterization of using Quantization for DNN Inference on Edge Devices: Extended Version.

5. Claudionor N. Coelho et al. 2021. Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors. Nature Machine Intelligence (2021).

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