Network Architecture Search (NAS)

Method [Type/Venue] Name+link: introduction

Medical Applications

[MICCAI20] UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation: block + scale level searching

2020

SGAS [Gradient/CVPR] SGAS: Sequential Greedy Architecture Search: 基于DARTS框架,使用贪心的方式来搜索局部最优的architecture, 可以用于CNN和GCN. 事先定义好多少层feature,然后搜索的是feature之间的卷积类型或者是skip-connection, 并不涉及到architecture的大小扩增.

2019

DARTS [Gradient/ICLR] DARTS: Differentiable Architecture Search: