Searching for MobileNetV3

Andrew HowardMark SandlerGrace ChuLiang-Chieh ChenBo ChenMingxing TanWeijun WangYukun ZhuRuoming PangVijay VasudevanQuoc V. LeHartwig Adam

   Papers with code   Abstract  PDF

We present the next generation of MobileNets based on a combination of complementary search techniques as well as a novel architecture design. MobileNetV3 is tuned to mobile phone CPUs through a combination of hardware-aware network architecture search (NAS) complemented by the NetAdapt algorithm and then subsequently improved through novel architecture advances... (read more)

Benchmarked Models

RANK
MODEL
REPO
CODE RESULT
PAPER RESULT
ε-REPRODUCED
BUILD
2
MobileNet V3-Large 1.0
75.5%
75.2%
3
MobileNetV3 L/224/1.0
75.1%
--
4
MobileNet V3-Large 0.75
73.4%
--
5
MobileNet V3-Large Minimal 1.0
72.2%
--
6
MobileNet V3-Small 1.0
67.9%
--
7
MobileNet V3-Small 0.75
65.7%
--
8
MobileNet V3-Small Minimal 1.0
62.9%
--