SOTA Backdoor Detection benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10	Unicorn	Accuracy100	122	1mo ago
GTSRB	K-Arm	TPR100	39	1mo ago
Balanced 50% clean, 50% backdoored (test)	VillanDiffusion	Detection Accuracy98.2	28	1mo ago
Stable Diffusion ObjRepAtt attacks v1.5	BlackMirror	Precision100	23	1mo ago
SVHN		TPR100	21	1mo ago
Tiny ImageNet (test)	PSBD	AUROC0.996	16	1mo ago
GTSRB BppAttack (test)	ARCGEN	AUC0.9967	15	1mo ago
GTSRB WaNet attack (test)	MNTD	AUC1	15	1mo ago
GTSRB SIG attack (test)	MNTD	AUC97.63	15	1mo ago
MS-COCO v1.4 (val)	T2IShieldFTT	RickBKD Detection Rate99.9	14	3d ago
CIFAR-10 imbalanced µ=0.9, ρ=100 (test)	RPP	Badnets TPR100	13	1mo ago
CIFAR-10 imbalanced µ=0.9, ρ=2 (test)	RPP	Badnets TPR96.7	13	1mo ago
GTSRB (test)	LoRAcle	Top-1 ASR1	12	1mo ago
MNIST (test)	LoRAcle	Top-1 ASR100	12	1mo ago
CIFAR-10 (test)	LoRAcle	Top-1 ASR100	12	1mo ago
Tiny ImageNet	SCP	TPR99.9	12	1mo ago
poisoned models (Task 1)	Proposed Method	Detection Rate100	11	1mo ago
Stable Diffusion StyleAtt attacks v1.5	NaviT2I	Precision93.33	10	1mo ago
CIFAR-10 all-to-one (test)	MMBD-CSO	Clean Detection Rate96	10	1mo ago
CIFAR-10	MMBD-CSO	Clean Detection Rate0.96	10	1mo ago
ImageNet-1K (test)	IBD-PSC	AUROC75	9	1mo ago
CIFAR-100 (test)	LoRAcle	Top-1 ASR100	9	1mo ago
ImageNet-1K 200 (test)		Bd. Metric10	9	1mo ago
STL-10 target attack	BadEncoder	True Positives (TP)493	9	1mo ago
MS-COCO (val)	T2IShieldCDA	RickBKD98.4	7	3d ago

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