Rareplanes model weights:

Models

We are using two models, Faster-RCNN and Mask-RCNN. The models configurations are available here and here.

Codebase

We are using the Detectron2 library for our experiments. Using the weights file and the COCOEvaluator class of the detectron2, one can replicate the results of the paper.

Performances

Faster RCNN

Name	Attribute	box mAP	download
real	aircraft	73.32	model
synthetic	aircraft	54.86	model
fine_tuning	aircraft	69.16	model
real	role	68.21	model
synthetic	role	35.88	model
fine_tuning	role	63.10	model

Mask RCNN

Name	Attribute	mask mAP	download
real	aircraft	73.67	model
synthetic	aircraft	56.28	model
fine_tuning	aircraft	70.51	model
real	role	69.57	model
synthetic	role	39.46	model
fine_tuning	role	67.11	model