An IoT Time Series Data Security Model for Adversarial Attack Based on Thermometer Encoding

Table 4

Defense results of our method for ResNet and FGSM.

Dataset	ResNet_ori (Fawaz, et al, 2019)	ResNet_fgsm_adv (Fawaz, et al. 2019)	Encode-decode ResNet_fgsm_adv
50words	73.2	17.1	49.22
ADIAC	83.1	3.1	10.16
ArrowHead	85.1	33.1	75
Beef	76.7	20	30
BeetleFly	85	15	60
BirdChicken	95	55	65
Car	93.3	21.7	35
CBF	98.9	86.1	98
Coffee	100	50	75
SmallKitchenAppliance	78.9	40.5	65.4