VFNet is the one best anchor-free single-stage models yet it's not under the radar. VFNet is simply an aggregation of several clever ideas. Each one contributes to improve the overall performance of the original FCOS model.
Feature Pyramid Network is designed to combine the features from different levels of a convolutional network, in order to better detect objects at different scales.