Neural Architecture Search
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition. [ICCV’21]. paper code presentation
Zen-NAS is a lightning fast, training-free Neural Architecture Searching (NAS) algorithm for automatically designing deep neural networks with high prediction accuracy and high inference speed on GPU and mobile device.
Searching Speed and Model Performance on ImageNet-1k.
Zen-NAS is able to search over 1 million networks within 12 GPU hours, achieving SOTA ImageNet-1k performance and outperforming training-based NAS methods.
Applications.
We apply Zen-NAS in ICCV 2021 WebFace260M Challenge. Our solution ranked 1st place in SFR Track and 3rd place in Main Track.