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ResearchFormerly WizWand

Watermark Detection Robustness Evaluation on C4

100Detection Accuracy (No Attack)KGW

Evaluation results

Method	Links
KGW2025.09		100	89.3	76.2	51.4	90.5	100	100	99.5	100	100	98.5
UPV2025.09		100	90.6	78.7	80.9	98.2	100	100	99.4	100	100	99.9
SynthID2025.09		100	45.4	26.4	6.4	90.2	100	93.4	46.8	100	96.6	49.4
MorphMark2025.09		100	78.6	70.2	46.7	87	100	99.9	93.2	100	99.4	94.9
KSEMSTAMP2025.09		100	76.6	74.3	62.9	62.4	95.9	69.2	35.2	98.9	79.8	44.4
PMARK (Online)2025.09		100	96.2	97.2	97.8	95.2	99.2	97.2	85.6	100	98.4	87.6
KGW2025.09		100	85.6	79.2	54.2	87.8	100	100	99.4	100	99.8	99
SIR2025.09		100	87.6	83.2	63.4	84.6	98.8	95.2	79.4	99.2	94.8	74.8
KSEMSTAMP2025.09		100	49.2	54.8	43.9	59.6	89.7	53.7	20.8	97.2	66.2	31
PMARK (Online)2025.09		100	93	93.6	95.2	93.6	100	98.2	85.8	100	98.6	89.4
SIR2025.09		99.8	91.6	83.4	74.2	82.8	98.6	92.6	79	98.8	94.4	77
SynthID2025.09		99.8	47	31.4	7.4	89	99.2	94.4	57.2	99.4	96.2	51.8
PMARK (Offline)2025.09		99.7	90.8	91.3	92	94	99.2	95.2	84.1	99.6	97.1	87.1
UPV2025.09		99.4	71.4	61.9	34.9	88	100	99.2	97	99.8	99.4	95.6
EXP2025.09		99.2	44.4	34.2	17.4	88.8	98.2	93.2	63	98.2	95.6	74
EXP2025.09		99	54.6	42.4	21.2	90.6	98	96	72	98.4	96.8	80.4
EXPGumbel2025.09		98.6	75.2	74.6	55.6	94.2	97.2	97.2	95	97.8	96.8	94
EXPGumbel2025.09		98.6	71.2	66.2	40.2	92	98.2	97.2	91.4	98.2	98.2	92.6
MorphMark2025.09		98.6	74.8	70	35.2	80.4	99.4	98	91	99	99	92.6
PMARK (Offline)2025.09		98	91.7	91.4	92.6	94.7	97.9	95.3	84.5	97.8	95.1	88.2
SemStamp2025.09		94.6	85.8	84.4	73.5	80	91.7	82.8	57.8	93.1	86.7	61.6
SemStamp2025.09		92.5	80.9	77.9	69.2	70.1	89.3	82	53	92.3	82.1	57.8
SimMark2025.09		77.6	11.6	13.6	16	11	52.2	27.4	8.8	66.6	30	9.8
SimMark2025.09		70.8	12.4	14.6	22.6	12	50.8	27	13.8	64.6	28.6	10.8