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centernet-fpn's Introduction

CenterNet-FPN

This is an implementation of multi-scale CenterNet based on FPN. The results are verified on VOC2007.

Here I do not use DCNv2 and deconvolution. The feature fusion method follows a standard FPN. The model is testd on VOC2007. Single-scale model only utilizes feature C2 to predict. Multi-scale model utilizes C2, C3, C4 to predict. In addition, I adopt the training trick in SNIP and Trident Networks. Objects of different scales are assigned to C2, C3 and C4 respectively.

Model resolution AP
resnet18-dcn 384 72.6
resnet101-dcn 384 77.1
resnet18-fpn-c2 384 72.46
resnet18-fpn-multi 384 74.97
resnet101-fpn-multi 384 79.16

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