Text-to-Image Generation on MS-COCO 512x512 (zero-shot)
6.95FIDeDiff-I
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| eDiff-IFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 6.95 | — | — | 32 | |
| ImagenFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 7.27 | — | — | 9.1 | |
| Parti-3BFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 8.1 | — | — | 6.4 | |
| SDv1.5Family=Teacher, Resolution=512, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 8.78 | — | — | 2.59 | |
| GigaGANFamily=GANs, Resolution=512, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 9.09 | — | — | 0.13 | |
| DALL-E 2Family=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 10.39 | — | — | — | |
| Parti-750MFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 10.71 | — | — | — | |
| DMDFamily=Accelerated diffusion, Resolution=512, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 11.49 | — | — | 0.09 | |
| Make-A-SceneFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 11.84 | — | — | 25 | |
| GLIDEFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 12.24 | — | — | 15 | |
| LDMFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 12.63 | — | — | 3.7 | |
| UFOGenFamily=Accelerated diffusion, Resolution=512, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 12.78 | — | — | 0.09 | |
| InstaFlow-0.9BFamily=Accelerated diffusion, Resolution=512, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 13.1 | — | — | 0.09 | |
| StyleGAN-TFamily=GANs, Resolution=512, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 13.9 | — | — | 0.1 | |
| UniPCFamily=Accelerated diffusion, Resolution=512, Steps=4, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 19.57 | — | — | 0.26 | |
| DPM++Family=Accelerated diffusion, Resolution=512, Steps=4, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 22.36 | — | — | 0.26 | |
| LCM-LORAFamily=Accelerated diffusion, Resolution=512, Steps=4, Zero-shot=true, Batch size=1, Guidance scale=7.52023.11 | 23.62 | — | — | 0.19 | |
| LAFITEFamily=GANs, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 26.94 | — | — | 0.02 | |
| DALL-EFamily=Original, unaccelerated, Resolution=256, Zero-shot=true, Batch size=1, Guidance scale=32023.11 | 27.5 | — | — | — | |
| DMDNFE=1, guidance=low2024.06 | — | 11.5 | — | — | |
| DMDNFE=1, guidance=high2024.06 | — | 14.9 | 0.32 | — | |
| InstaFlow-1.7BNFE=12024.06 | — | 11.8 | 0.309 | — | |
| Moment Matching AlternatingNFE=8, guidance=02024.06 | — | 7.25 | 0.297 | — | |
| Moment Matching AlternatingNFE=8, guidance=32024.06 | — | 14.15 | 0.319 | — | |
| Moment Matching InstantNFE=8, guidance=02024.06 | — | 9.5 | 0.3 | — | |
| Moment Matching InstantNFE=8, guidance=32024.06 | — | 19 | 0.306 | — | |
| our base modelNFE=512, guidance=02024.06 | — | 9.6 | 0.29 | — | |
| our base modelNFE=512, guidance=0.52024.06 | — | 7.9 | 0.305 | — | |
| our base modelNFE=512, guidance=32024.06 | — | 12.7 | 0.315 | — | |
| our base modelNFE=512, guidance=52024.06 | — | 13.4 | 0.316 | — | |
| PeRFlowNFE=42024.06 | — | 11.3 | — | — | |
| Stable Diffusion v1.5NFE=512, guidance=low2024.06 | — | 8.78 | — | — | |
| Stable Diffusion v1.5NFE=512, guidance=high2024.06 | — | 13.5 | 0.322 | — | |
| SwiftBrushNFE=12024.06 | — | 16.67 | 0.29 | — | |
| UFOGenNFE=12024.06 | — | 12.8 | 0.311 | — |