Ai tax in mobile socs: End-to-end performance analysis of machine learning in smartphones

M Buch, Z Azad, A Joshi… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Mobile software is becoming increasingly feature rich, commonly being accessorized with
the powerful decision making capabilities of machine learning (ML). To keep up with the …

The vision behind mlperf: Understanding ai inference performance

VJ Reddi, C Cheng, D Kanter, P Mattson… - IEEE Micro, 2021 - ieeexplore.ieee.org
Deep learning has sparked a renaissance in computer systems and architecture. Despite
the breakneck pace of innovation, there is a crucial issue concerning the research and …

Deep Guidance Decoder with Semantic Boundary Learning for Boundary-Aware Semantic Segmentation

Q Liu, H Su, M El-Khamy - 2022 IEEE International Conference …, 2022 - ieeexplore.ieee.org
Image semantic segmentation is ubiquitously used in consumer electronics, such as AI
Camera, which require high accuracy at the boundaries between semantic classes. To …

DeepGBASS: Deep Guided Boundary-Aware Semantic Segmentation

Q Liu, H Su, M El-Khamy… - ICASSP 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
Image semantic segmentation is ubiquitously used in scene understanding applications,
such as AI Camera, which require high accuracy and efficiency. Deep learning has …