@article{micikevicius2017mixed,
title={Mixed precision training},
author={Micikevicius, Paulius and Narang, Sharan and Alben, Jonah and Diamos, Gregory and Elsen, Erich and Garcia, David and Ginsburg, Boris and Houston, Michael and Kuchaiev, Oleksii and Venkatesh, Ganesh and others},
journal={arXiv preprint arXiv:1710.03740},
year={2017}
}
Architecture | Backbone | Style | Conv | Lr schd | Mem (GB) | Inf time (fps) | box AP | mask AP | Config | Download |
---|---|---|---|---|---|---|---|---|---|---|
Faster R-CNN | R-50 | pytorch | - | 1x | 3.4 | 28.8 | 37.5 | - | config | model | log |
Mask R-CNN | R-50 | pytorch | - | 1x | 3.6 | 24.1 | 38.1 | 34.7 | config | model | log |
Mask R-CNN | R-50 | pytorch | dconv(c3-c5) | 1x | 3.0 | 41.9 | 37.5 | config | model | log | |
Mask R-CNN | R-50 | pytorch | mdconv(c3-c5) | 1x | 3.1 | 42.0 | 37.6 | config | model | log | |
Retinanet | R-50 | pytorch | - | 1x | 2.8 | 31.6 | 36.4 | config | model | log |