Reproduction of MobileNet V3 architecture as described in Searching for MobileNetV3 by Andrew Howard, Mark Sandler, Grace Chu, Liang-Chieh Chen, Bo Chen, Mingxing Tan, Weijun Wang, Yukun Zhu, Ruoming Pang, Vijay Vasudevan, Quoc V. Le, Hartwig Adam on ILSVRC2012 benchmark with PyTorch framework.
Note: The implemented architecture follows Table 1 and 2 in the paper, yet architectural details are vaguely described, rendering mismatches of both parameters and complexity.
@ARTICLE{2019arXiv190502244H,
author = {{Howard}, Andrew and {Sandler}, Mark and {Chu}, Grace and
{Chen}, Liang-Chieh and {Chen}, Bo and {Tan}, Mingxing and
{Wang}, Weijun and {Zhu}, Yukun and {Pang}, Ruoming and
{Vasudevan}, Vijay and {Le}, Quoc V. and {Adam}, Hartwig},
title = "{Searching for MobileNetV3}",
journal = {arXiv e-prints},
keywords = {Computer Science - Computer Vision and Pattern Recognition},
year = "2019",
month = "May",
eid = {arXiv:1905.02244},
pages = {arXiv:1905.02244},
archivePrefix = {arXiv},
eprint = {1905.02244},
primaryClass = {cs.CV},
adsurl = {https://ui.adsabs.harvard.edu/abs/2019arXiv190502244H},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}