Table 13: DINOv2-VIT-L/14 leaderboard.
Model	Human error rate	FD	\( FD_{\infty} \)	KD	FLS	Precision	Recall	Density	Coverage	AuthPct	\( C_T \)	\( C_T \) mod.	FLS-POG
CIFAR10	RESFLOW	0.09±0.01	1301.38	1296.52	2.64	49.15	0.87	0.01	1.91	0.05	76.72	49.17	0.02	10.13
ACGAN	0.15±0.01	1208.26	1205.42	2.41	52.31	0.84	0.01	2.06	0.07	82.38	59.90	0.56	13.93
WGAN-GP	0.17±0.01	1088.56	1083.16	2.04	54.62	0.82	0.04	1.60	0.08	87.45	61.46	-0.12	11.46
NVAE	0.13±0.02	921.34	916.05	1.57	58.85	0.76	0.27	1.27	0.11	86.91	65.01	0.12	0.87
LOGAN	0.21±0.02	881.73	876.35	1.51	59.38	0.71	0.25	0.98	0.12	91.51	69.40	0.10	3.17
MHGAN	0.34±0.01	358.07	353.90	0.49	76.84	0.70	0.47	0.69	0.41	93.56	63.28	-0.64	0.31
ReACGAN	0.34±0.02	353.25	349.76	0.45	76.73	0.68	0.46	0.66	0.42	93.49	62.87	-0.46	-0.02
BigGAN	0.39±0.01	326.66	320.71	0.39	77.31	0.69	0.44	0.66	0.44	94.04	62.64	-0.21	-0.76
StyleGAN2-ada	0.39±0.01	305.92	300.96	0.45	81.55	0.71	0.51	0.70	0.52	93.22	57.98	-0.63	1.23
iDDPM-DDIM	0.40±0.01	212.30	207.69	0.26	85.37	0.74	0.66	0.78	0.64	92.13	48.64	-0.89	0.57
StyleGAN-XL	0.40±0.01	204.60	198.78	0.24	84.10	0.72	0.55	0.69	0.60	93.03	51.93	-1.12	0.90
LSGM-ODE	0.44±0.01	148.27	143.14	0.18	87.95	0.74	0.74	0.76	0.71	91.56	45.60	-1.56	-0.14
PFGM++	0.44±0.01	141.65	137.50	0.17	88.13	0.75	0.71	0.80	0.72	91.96	43.23	-0.73	0.66
Test Set	-	31.07	1.03	-0.00	324.78	0.88	0.88	1.01	0.97	72.23	-	-	-
ImageNet 256×256	BigGAN	0.16±0.01	401.22	393.13	0.52	66.48	0.81	0.39	0.95	0.54	92.11	121.94	-1.56	2.86
RQ-Transformer	0.22±0.01	304.05	294.75	0.34	70.43	0.76	0.76	0.69	0.58	94.30	124.25	-1.61	1.58
GigaGAN	0.21±0.01	228.37	219.27	0.24	74.61	0.81	0.77	0.73	0.68	93.77	106.24	-2.73	2.99
StyleGAN-XL	0.15±0.01	214.88	207.09	0.22	75.16	0.82	0.72	0.76	0.68	95.02	103.29	-1.52	1.52
Mask-GIT	0.18±0.02	214.45	206.36	0.24	78.89	0.84	0.76	0.77	0.75	92.60	97.40	-1.58	2.71
ADM	0.27±0.02	203.45	195.01	0.19	77.41	0.80	0.85	0.67	0.72	93.34	104.43	-2.03	0.30
ADMG	0.25±0.01	123.27	114.69	0.09	83.56	0.87	0.84	0.80	0.85	92.35	70.19	-1.73	2.23
LDM	0.31±0.02	112.40	103.73	0.09	87.92	0.92	0.76	1.00	0.89	89.56	51.33	-1.74	3.43
ADMG-ADMU	0.27±0.02	111.24	102.63	0.08	85.07	0.88	0.84	0.86	0.86	90.91	59.56	-2.87	1.56
DiT-XL-2-guided	0.33±0.01	99.16	90.04	0.03	97.23	0.99	0.60	1.31	0.95	61.46	-43.29	-5.16	5.66
DiT-XL-2	0.29±0.02	79.36	70.32	0.06	92.20	0.93	0.84	1.01	0.94	85.46	34.32	-3.25	3.20
Validation Set	-	21.04	12.38	0.00	124.59	0.95	0.94	1.00	0.96	69.83	-	-	-
LSUN Bedroom	Projected-GAN	0.14±0.02	636.35	634.58	2.43	-	0.80	0.23	0.78	0.24	93.60	-	-	-
Diff-ProjGAN	0.15±0.02	547.61	544.73	2.05	-	0.79	0.28	0.74	0.29	93.85	-	-	-
Unleash-Trans	0.21±0.02	440.04	437.68	1.48	-	0.78	0.41	0.67	0.44	94.25	-	-	-
Consistency	0.16±0.02	428.99	425.76	1.66	-	0.83	0.23	0.75	0.45	91.72	-	-	-
StyleGAN	0.22±0.02	239.79	236.64	0.72	-	0.85	0.41	0.87	0.71	90.21	-	-	-
DDPM	0.27±0.02	229.76	227.69	0.65	-	0.79	0.61	0.68	0.68	92.65	-	-	-
iDDPM	0.30±0.02	166.19	163.85	0.45	-	0.83	0.64	0.77	0.76	91.01	-	-	-
ADM-dropout	0.39±0.02	59.64	57.73	0.13	-	0.85	0.75	0.93	0.90	87.60	-	-	-
FFHQ 256×256	Projected-GAN	0.12±0.01	592.26	589.20	2.03	-	0.57	0.07	0.31	0.30	96.91	-	-	-
StyleGAN2-ada	0.20±0.02	514.78	511.68	1.64	-	0.59	0.06	0.36	0.39	96.70	-	-	-
Efficient-vdVAE	0.09±0.01	514.16	511.19	1.57	-	0.86	0.14	1.04	0.54	90.74	-	-	-
InsGen	0.25±0.02	436.26	432.68	1.33	-	0.64	0.13	0.46	0.51	96.04	-	-	-
Unleash-Trans	0.17±0.01	393.45	390.60	1.06	-	0.76	0.24	0.61	0.53	94.43	-	-	-
StyleSwin	0.18±0.01	303.21	300.18	0.79	-	0.79	0.28	0.71	0.64	93.75	-	-	-
StyleGAN-XL	0.16±0.01	240.07	236.98	0.56	-	0.77	0.43	0.68	0.63	93.10	-	-	-
StyleNAT	0.30±0.02	229.42	226.04	0.56	-	0.79	0.41	0.77	0.71	91.91	-	-	-
LDM	0.19±0.02	226.72	223.64	0.55	-	0.81	0.44	0.83	0.74	91.30	-	-	-