MobileNetV3

Introduced by Howard et al. in Searching for MobileNetV3

MobileNetV3 is a convolutional neural network that 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. Advances include (1) complementary search techniques, (2) new efficient versions of nonlinearities practical for the mobile setting, (3) new efficient network design.

The network design includes the use of a hard swish activation and squeeze-and-excitation modules in the MBConv blocks.

Source: Searching for MobileNetV3

Latest Papers

PAPER DATE
Detecting soccer balls with reduced neural networks: a comparison of multiple architectures under constrained hardware scenarios
Douglas De Rizzo MeneghettiThiago Pedro Donadon HomemJonas Henrique Renolfi de OliveiraIsaac Jesus da SilvaDanilo Hernani PericoReinaldo Augusto da Costa Bianchi
2020-09-28
PareCO: Pareto-aware Channel Optimization for Slimmable Neural Networks
Ting-Wu ChinAri S. MorcosDiana Marculescu
2020-07-23
Fine-Grained Stochastic Architecture Search
| Shraman Ray ChaudhuriElad EbanHanhan LiMax MorozYair Movshovitz-Attias
2020-06-17
GhostNet: More Features from Cheap Operations
| Kai HanYunhe WangQi TianJianyuan GuoChunjing XuChang Xu
2019-11-27
Structured Multi-Hashing for Model Compression
Elad EbanYair Movshovitz-AttiasHao WuMark SandlerAndrew PoonYerlan IdelbayevMiguel A. Carreira-Perpinan
2019-11-25
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation
| Bowen ChengMaxwell D. CollinsYukun ZhuTing LiuThomas S. HuangHartwig AdamLiang-Chieh Chen
2019-11-22
Street Crossing Aid Using Light-weight CNNs for the Visually Impaired
| Samuel YuHeon LeeJung Hoon Kim
2019-09-14
MoGA: Searching Beyond MobileNetV3
| Xiangxiang ChuBo ZhangRuijun Xu
2019-08-04
Butterfly Transform: An Efficient FFT Based Neural Architecture Design
| Keivan Alizadeh VahidAnish PrabhuAli FarhadiMohammad Rastegari
2019-06-05
Searching for MobileNetV3
| Andrew HowardMark SandlerGrace ChuLiang-Chieh ChenBo ChenMingxing TanWeijun WangYukun ZhuRuoming PangVijay VasudevanQuoc V. LeHartwig Adam
2019-05-06

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