#ModelFIDPaper
1RAE + DiT-XL/21.13link
2RAE+DiT-XL/21.13link
3LightningDiT-XL/21.35link
4SiD2, Flop Heavy1.38link
5SiD2, UViT/11.38link
6SiT-XL/2 + REPA1.42link
7SiT-XL/2+REPA1.42link
8Drifting Model, L/21.54link
9MAR-H1.55link
10Drifting Model, L/161.61link
11PixelDiT/161.61link
12PixelDiT-XL/161.61link
13SiT-XL/2 CAR-Flow Joint+cfg=1.51.68link
14iMeanFlow-XL/21.72link
15iMF-XL/21.72link
16SiD2, UViT/21.73link
17Drifting Model, B/21.75link
18Drifting Model, B/161.76link
19JiT-G/161.82link
20VAR-d301.92link
21REPA SiT-XL/2 + Using Ξ”FM1.97link
22SiT-XL/22.06link
23SiT-XL/2 cfg=1.52.07link
24REPA SiT-XL/22.09link
25VDM++2.12link
26VDM++, UViT/22.12link
27pMF-H/16 (ours)2.22link
28DiT-XL/22.27link
29StyleGAN-XL2.30link
30AdvFlow-XL/22.38link
31SiD, UViT2.44link
32SiD, UViT/22.44link
33pMF-L/16 (ours)2.52link
34SimDiff2.77link
35pMF-B/16 (ours)3.12link
36MeanFlow-XL/23.43link
37GigaGAN3.45link
38Patch Size 16, Hidden Size 768Γ—23.46link
39Patch Size 16, Hidden Size 768Γ—33.53link
40LDM-4-G3.60link
41Patch Size 16, Hidden Size 768Γ—1.53.80link
42MeanFlow-L/23.84link
43Patch Size 8, Hidden Size 7684.01link
44Patch Size 16, Hidden Size 7684.22link
45ADM-G4.59link
46MeanFlow-M/25.01link
47MeanFlow-B/26.17link
48MaskGIT6.18link
49BigGAN6.95link
50BigGAN-deep6.95link
51iMM-XL/2 (Zhou et al., 2025)7.77link
52EPG-L/168.82link
53Shortcut-XL/2 (Frans et al., 2025)10.60link
54ADM10.94link
55SiT-XL/2 CAR-Flow Joint13.91link
56SiT-XL/2 CAR-Flow Target-only14.44link
57SiT-XL/2 CAR-Flow Source-only15.15link
58MIND-B(Our)22.73link
59DiT-L/223.33link
60AR w/ VQGAN26.52link
61SiT-B/233.02link
62iCT-XL/2 (Song and Dhariwal, 2024)34.24link
63MIND-S(Our)40.72link
64DiT-B/243.47link
65eMIGM-S44.47link
66SiT-S/257.64link
67DiT-S/268.40link
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