MoGA: Searching Beyond MobileNetV3

Understand

The evolution of MobileNets has laid a solid foundation for neural network applications on mobile end.

• With the latest MobileNetV3, neural architecture search again claimed its supremacy in network design.
• Unfortunately, till today all mobile methods mainly focus on CPU latencies instead of GPU, the latter, however, is much preferred in practice for it has faster speed, lower overhead and less interference.
• Bearing the target hardware in mind, we propose the first Mobile GPU-Aware (MoGA) neural architecture search in order to be precisely tailored for real-world applications.