MobileNetV2: Inverted Residuals and Linear Bottlenecks

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 4510 - 4520
• Main Authors: Sandler, Mark, Howard, Andrew, Zhu, Menglong, Zhmoginov, Andrey, Chen, Liang-Chieh
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Computational modeling; Computer architecture; Manifolds; Neural networks; Task analysis

In this paper we describe a new mobile architecture, MobileNetV2, that improves the state of the art performance of mobile models on multiple tasks and benchmarks as well as across a spectrum of different model sizes. We also describe efficient ways of applying these mobile models to object detectio...