Image Generation on ImageNet 2009 (val)
1.45FIDREPA-G
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| REPA-GBackbone=REPA-E, Conditioning=F_DINO, Guidance Mechanism=Full Feature Map2026.02 | 1.45 | 4.07 | 264.69 | 76 | 69 | |
| REPA-GBackbone=REPA-E, Conditioning=F_SiT, Guidance Mechanism=Masked Feature Map2026.02 | 1.79 | 4.13 | 237.37 | 76 | 68 | |
| REPA-GBackbone=REPA, Conditioning=F_SiT, Guidance Mechanism=Full Feature Map2026.02 | 2.09 | 6.17 | 260.97 | 74 | 70 | |
| REPA-GBackbone=REPA-E, Conditioning=F_SiT, Guidance Mechanism=Full Feature Map2026.02 | 2.15 | 6.64 | 264.48 | 75 | 68 | |
| REPA-GBackbone=REPA-E, Conditioning=F_DINO, Guidance Mechanism=Masked Feature Map2026.02 | 2.3 | 4.84 | 212.25 | 75 | 67 | |
| REPA-GBackbone=REPA-E, Conditioning=F_SiT, Guidance Mechanism=Average Feature Map2026.02 | 2.5 | 4.81 | 201.13 | 74 | 69 | |
| REPA-GBackbone=REPA, Conditioning=F_SiT, Guidance Mechanism=Masked Feature Map2026.02 | 2.67 | 4.86 | 222.71 | 74 | 69 | |
| REPA-GBackbone=REPA-E, Conditioning=F_DINO, Guidance Mechanism=Average Feature Map2026.02 | 3.24 | 5.2 | 188.92 | 73 | 67 | |
| REPA-GBackbone=REPA, Conditioning=F_SiT, Guidance Mechanism=Average Feature Map2026.02 | 6.26 | 6.14 | 159.14 | 68 | 70 | |
| REPA-GBackbone=REPA, Conditioning=F_DINO, Guidance Mechanism=Full Feature Map2026.02 | 7.23 | 8.86 | 199.69 | 65 | 69 | |
| REPA-GBackbone=REPA, Conditioning=F_DINO, Guidance Mechanism=Masked Feature Map2026.02 | 14.17 | 10.59 | 135.08 | 58 | 64 | |
| REPA-EBackbone=REPA-E, Conditioning=unconditional, Guidance Mechanism=Full Feature Map2026.02 | 15.07 | 4.46 | 55.14 | 65 | 69 | |
| REPA-EBackbone=REPA-E, Conditioning=unconditional, Guidance Mechanism=Masked Feature Map2026.02 | 15.07 | 4.46 | 55.14 | 65 | 69 | |
| REPA-EBackbone=REPA-E, Conditioning=unconditional, Guidance Mechanism=Average Feature Map2026.02 | 15.07 | 4.46 | 55.14 | 65 | 69 | |
| REPABackbone=REPA, Conditioning=unconditional, Guidance Mechanism=Full Feature Map2026.02 | 26.58 | 6.85 | 41.31 | 56 | 70 | |
| REPABackbone=REPA, Conditioning=unconditional, Guidance Mechanism=Masked Feature Map2026.02 | 26.58 | 6.85 | 41.31 | 56 | 70 | |
| REPABackbone=REPA, Conditioning=unconditional, Guidance Mechanism=Average Feature Map2026.02 | 26.58 | 6.85 | 41.31 | 56 | 70 | |
| REPA-GBackbone=REPA, Conditioning=F_DINO, Guidance Mechanism=Average Feature Map2026.02 | 29.06 | 16.79 | 83.85 | 46 | 69 | |
| SiTBackbone=SiT-XL, Conditioning=unconditional, Guidance Mechanism=Full Feature Map2026.02 | 45.02 | 9.02 | 22.33 | 50 | 63 | |
| SiTBackbone=SiT-XL, Conditioning=unconditional, Guidance Mechanism=Masked Feature Map2026.02 | 45.02 | 9.02 | 22.33 | 50 | 63 | |
| SiTBackbone=SiT-XL, Conditioning=unconditional, Guidance Mechanism=Average Feature Map2026.02 | 45.02 | 9.02 | 22.33 | 50 | 63 | |
| REPA-GBackbone=SiT-XL, Conditioning=F_SiT, Guidance Mechanism=Masked Feature Map2026.02 | 45.85 | 19.23 | 29.36 | 40 | 62 | |
| REPA-GBackbone=SiT-XL, Conditioning=F_SiT, Guidance Mechanism=Average Feature Map2026.02 | 65.99 | 22.52 | 16.69 | 36 | 52 | |
| REPA-GBackbone=SiT-XL, Conditioning=F_SiT, Guidance Mechanism=Full Feature Map2026.02 | 71.35 | 72.08 | 14.73 | 33 | 54 |