SOTA Adversarial Detection benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10 Clean (test)	Rectified Rejection	TPR-9594.12	23	1mo ago
AG News	WDR	F1 Score95.7	18	1mo ago
PGD perturbations (val)	MMD-CC + SimCLRv2	AUROC99.5	16	1mo ago
ImageNet (val)	CADet	AUROC (PGD)94.88	14	1mo ago
CICDDoS 2019	FGSM	AUC-ROC99.28	12	1mo ago
CICIDS 2017	ACG	AUC-ROC99.8	12	1mo ago
UNSW-NB15	PGD	AUC-ROC99.96	12	1mo ago
RTMR	FGWS	F1 Score78.9	12	1mo ago
CIFAR-10	GradID	FGSM Acc96.4	11	1mo ago
MS COCO (test)	GradID	FGSM Detection Rate93.9	11	1mo ago
out-of-loop evaluation dataset (test)		M0 Score82.12	9	1mo ago
CIFAR-10 PGD-10, l2, ε=128/255 (test)	RR	TPR-9572	8	1mo ago
CIFAR-10 PGD-10, l∞, ε=16/255 (test)	SNet	TPR-9537.63	8	1mo ago
CIFAR-10 PGD-10, l∞, ε=8/255 (test)	RR	TPR-9561.48	8	1mo ago
CIFAR-10	FEATURE SQUEEZING	PGD Detection Rate (linf=2/255)100	7	26d ago
NI	ILID	Online FAR0.7	7	1mo ago
Consumption	ILID (on TimesFM)	Online FAR0	5	1mo ago
ImageNet MIFGSM attack (test)	Perturbation Forgery	AUROC99.31	5	1mo ago
NI dataset	ILID	FRR (Offline)1	4	1mo ago
ETTh2	ILID	Offline FRR1.4	4	1mo ago
Wikipedia HiSPA word-shuffle benign adversarial N=500 per model (held-out)	SpectralGuard	F1 Score65	3	1mo ago
Qbert Gym Atari (test)	LR	FGSM0.8	2	1mo ago
Squest Gym Atari (test)	EPS-AD	FGSM Robustness87	2	1mo ago
Pong Gym Atari (test)	EPS-AD	FGSM83	2	1mo ago

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