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AI-generated image detection on UniversalFakeDetect

100Pro-GAN Accuracy

UniFD

Updated 11d ago

Evaluation Results

Method
UniFD 2025.08	100	98.5	94.5	82	99.5	97	66.6	63	57.5	59.5	72	70.03	94.19	73.76	94.36	79.07	79.85	78.14	86.78	81.38
RINE 2025.08	100	99.3	99.6	88.9	99.8	99.5	80.6	90.6	68.3	89.2	90.6	76.1	98.3	88.2	98.6	88.9	92.6	90.7	95	91.31
MiraGe 2025.08	100	94.3	96.5	96.8	93.6	96.1	88.7	75.8	71.9	92.9	92.9	82	98.3	94.6	98.6	97.5	97.5	98	98.6	92.9
IAPL 2025.08	100	98.6	98.65	94.89	99.39	96.7	95.89	90.83	93.84	92.47	92.72	72.75	99.5	97.7	99.15	97.95	98.3	98.35	98.9	95.61
UniFD 2026.03	100	98.5	94.5	82	99.5	97	66.6	63	57.5	59.5	72	70.03	94.19	73.76	94.36	79.07	79.85	78.14	86.78	81.38
UniFD 2026.04	100	98.5	94.5	82	99.5	97	66.6	63	57.5	59.5	72	70.03	94.19	73.76	94.36	-	79.85	78.14	86.78	81.38
AIDE 2025.08	99.99	98.49	83.95	99.65	73.24	99.9	54.09	68.06	71.14	60.87	61	88.5	98.2	97.45	98.4	98.15	98.4	97.85	97.5	86.57
CNN-Spot 2026.03	99.99	85.2	70.2	85.7	78.95	91.7	53.47	66.67	48.69	86.31	86.26	60.07	54.03	54.96	54.14	60.78	63.8	65.66	55.58	69.58
CoRIT 2026.03	99.99	99.7	98.95	93.33	99.2	100	51.9	87.22	59.36	97.35	97.35	78.25	97	86.6	96.55	88.9	91.25	88.65	95.35	89.84
CNN-Spot 2026.04	99.99	85.2	70.2	85.7	78.95	91.7	53.47	66.67	48.69	86.31	86.26	60.07	54.03	54.96	54.14	-	63.8	65.66	55.58	69.58
C2P-CLIP 2025.08	99.98	97.31	99.12	96.44	99.17	99.6	93.77	95.56	64.38	93.29	93.29	69.1	99.25	97.25	99.3	95.25	95.25	96.1	98.55	93.79
REVEAL 2026.04	99.98	97.35	99.15	96.29	99.26	99.8	93.49	95	64.16	95.34	95.34	68.9	99.25	96.95	99.3	-	95.2	95.95	98.45	93.9
SPARK-IL 2026.04	99.92	97.6	99.2	96.8	99.4	99.1	94.3	95.8	65.2	96.1	96	69.8	99.4	96.1	99.6	-	95.9	96.2	98.9	94.6
FatFormer 2025.08	99.89	99.32	99.5	97.15	99.41	99.75	93.23	81.11	68.04	69.45	69.45	76	98.6	94.9	98.65	94.35	94.65	94.2	98.75	90.86
SAFE 2025.08	99.86	98.87	89.73	98.04	91.52	99.9	93.1	85.56	95.91	50.1	50.1	82.35	98.8	98.65	98.8	95.75	96.6	97.25	97.5	90.44
LGrad 2025.08	99.84	85.39	82.88	94.83	72.45	99.62	58	62.5	50	50.74	50.78	77.5	94.2	95.85	94.8	87.4	90.7	89.55	88.35	80.28
NPR 2025.08	99.84	95	87.55	96.23	86.57	99.75	76.89	66.94	98.63	50	50	84.55	97.65	98	98.2	96.25	97.15	97.35	87.15	87.56
LGrad 2026.03	99.84	85.39	82.88	94.83	72.45	99.62	58	62.5	50	50.74	50.78	77.5	94.2	95.85	94.8	87.4	90.7	89.55	88.35	80.28
NPR 2026.03	99.84	95	87.55	96.23	86.57	99.75	76.89	66.94	98.63	50	50	84.55	97.65	98	98.2	96.25	97.15	97.35	87.15	87.56
LGrad 2026.04	99.84	85.39	82.88	94.83	72.45	99.62	58	62.5	50	50.74	50.78	77.5	94.2	95.85	94.8	-	90.7	89.55	88.35	80.28
F3Net 2026.03	99.38	76.38	65.33	92.56	58.1	100	63.48	54.17	47.26	51.47	51.47	69.2	68.15	75.35	68.8	81.65	83.25	83.05	66.3	71.33
F3Net 2026.04	99.38	76.38	65.33	92.56	58.1	100	63.48	54.17	47.26	51.47	51.47	69.2	68.15	75.35	68.8	-	83.25	83.05	66.3	71.33
AntiFakePrompt 2026.04	99.26	96.82	87.88	80	98.13	83.57	60.2	70.56	53.7	79.21	79.01	73.75	89.55	64.1	89.8	-	93.9	92.95	80.1	82.42
Bi-LoRA 2026.04	98.71	96.74	81.18	78.3	96.3	86.32	57.78	68.89	52.28	73	82.6	65.1	85.15	59.2	85	-	85.65	84.9	72.7	78.59
FreqNet 2025.08	97.9	95.84	90.45	97.55	90.24	93.41	97.4	88.92	59.04	71.92	67.35	86.7	84.55	99.58	65.56	85.69	97.4	88.15	59.06	85.09
FreqNet 2026.03	97.9	95.84	90.45	97.55	90.24	93.41	97.4	88.92	59.04	71.92	67.35	86.7	84.55	99.58	65.56	85.69	97.4	88.15	59.06	85.09
Co-occurrence 2026.03	97.7	63.15	53.75	92.5	51.1	54.7	57.1	63.06	55.85	65.65	65.8	60.5	70.7	70.55	71	70.25	69.6	69.9	67.55	66.86
Co-occurrence 2026.04	97.7	97.7	53.75	92.5	51.1	54.7	57.1	63.06	55.85	65.65	65.8	60.5	70.7	70.55	71	-	69.6	69.9	67.55	66.86
PatchForensics 2026.03	75.03	68.97	68.47	79.16	64.23	63.94	75.54	75.14	75.28	72.33	55.3	67.41	76.5	76.1	75.77	74.81	73.28	68.52	67.91	71.24
Patchfor 2026.04	75.03	68.97	68.47	79.16	64.23	63.94	75.54	75.14	75.28	72.33	55.3	67.41	76.5	76.1	75.77	-	73.28	68.52	67.91	71.24
Freq-spec 2026.03	49.9	99.9	50.5	49.9	50.3	99.7	50.1	50	48	50.6	50.1	50.9	50.4	50.4	50.3	51.7	51.4	50.4	50	55.45
Freq-spec 2026.04	49.9	99.9	50.5	49.9	50.3	99.7	50.1	50	48	50.6	50.1	50.9	50.4	50.4	50.3	-	51.4	50.4	50	55.45