xView Object Detection Baseline Evaluation (Updated July 2021)

results obtained using Armory v0.13.3

Attack	Patch Size	Benign mAP (Undefended)	Adversarial mAP (Undefended)	Benign mAP (Defended)	Adversarial mAP (Defended)	Test Size
Masked PGD	50x50	0.284	0.142	0.232	0.139	100
Masked PGD	75x75	0.284	0.071	0.232	0.094	100
Masked PGD	100x100	0.284	0.076	0.232	0.092	100
Robust DPatch	50x50	0.284	0.193	0.232	0.184	100
Robust DPatch	75x75	0.284	0.184	0.232	0.146	100
Robust DPatch	100x100	0.284	0.173	0.232	0.165	100

Find reference baseline configurations here