Targeted Adversarial Attack

Benchmarks

Dataset Name	SOTA Method	Metric
ImageNet (val)	TEA*	Median L2 Distance3.823	120	1mo ago
ImageNet ILSVRC2012 (val)	TEA	Median L2 Distance43.422	120	1mo ago
ImageNet-Compatible	RaPA	Avg Success Rate89	73	1mo ago
PhyDB	ECGadv	Success Rate100	60	6d ago
AISEC	CAAPs	ASR100	56	1mo ago
1,000-pair Targeted Attack Evaluation Set closed-source standard MLLMs 1.0	FRA-Attack (Ours)	ASR94.2	48	12d ago
Evaluation set (test)	FRA-Attack	Attack Success Rate (ASR)58.5	48	12d ago
CIFAR-10	PI-Attack	ASR94.22	43	2mo ago
ImageNet	RDI-FTM-E	VGG-16 Score88.2	39	3mo ago
ImageNet	MI-TI-DI+RAP-LS	Dense-121 Score88.5	31	3mo ago
ImageNet	MPCAttack	ASR (Average)88.7	30	2mo ago
Flickr30K 1,000 images (test)	MPCAttack	Attack Success Rate (ASR)24.78	25	2mo ago
Flickr30K	MPCAttack	ASR46.3	25	2mo ago
ImageNet 1000 images (val)	SA	Clean Accuracy77.6	24	3mo ago
ImageNet (val)	RDI-FTM-E	ViT Performance1,840	23	3mo ago
MNIST	DST	ASR73.85	19	3mo ago
ImageNet (test)	M3D + SCGA	Average Success Rate76.46	17	2mo ago
ImageNet 1000 source-target pairs (val)	TEA	L2 Distance47.8666	16	1mo ago
CIFAR-100	DST	ASR23.01	16	3mo ago
ImageNet 10-Targets (all-source)	MTDSI+RAP-LS	Targeted Attack Success Rate95.7	15	3mo ago
ImageNet-Compatible (test)	TMI + S4ST	Overall Success Rate83	13	1mo ago
Cross-query Transferability Irrel.	Attention Hijacking	ASR95.7	12	15d ago
Cross-query Transferability Sim.	Attention Hijacking	Attack Success Rate (ASR)97.1	12	15d ago
Cross-query Transferability Exact	VMA	ASR98.8	12	15d ago
GPT 5.4	COA	ASR0	12	12d ago

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