Text-to-Image synthesis on MSCOCO
6.95FIDeDiff-I
Evaluation results
| Method | Links | ||
|---|---|---|---|
| eDiff-IFamily=Unaccelerated, Latency=32.0s2024.05 | 6.95 | — | |
| Swinv2-Imagen2022.10 | 7.21 | 31.46 | |
| Imagen2022.10 | 7.27 | — | |
| ImagenFamily=Unaccelerated, Latency=9.1s2024.05 | 7.27 | — | |
| Make-A-Scene2022.10 | 7.55 | — | |
| Parti-3BFamily=Unaccelerated, Latency=6.4s2024.05 | 8.1 | — | |
| LAFITE2022.10 | 8.12 | 32.34 | |
| SDv1.5Family=Teacher, Latency=2.59s2024.05 | 8.78 | — | |
| GigaGANFamily=GANs, Latency=0.13s2024.05 | 9.09 | — | |
| EMD-8 (ours)Family=Accelerated, Latency=0.09s, tCFG=2, Steps=82024.05 | 9.66 | — | |
| EMD-1 (baseline)Family=Accelerated, Latency=0.09s, tCFG=2, Steps=12024.05 | 9.78 | — | |
| DALL-E 22022.10 | 10.39 | — | |
| DALL-E 2Family=Unaccelerated2024.05 | 10.39 | — | |
| EMD-1 (baseline)Family=Accelerated, Latency=0.09s, tCFG=3, Steps=12024.05 | 10.96 | — | |
| DMDFamily=Accelerated, Latency=0.09s, tCFG=32024.05 | 11.49 | — | |
| Make-A-SceneFamily=Unaccelerated, Latency=25.0s2024.05 | 11.84 | — | |
| GLIDE2022.10 | 12.24 | — | |
| GLIDEFamily=Unaccelerated, Latency=15.0s2024.05 | 12.24 | — | |
| UFOGenFamily=Accelerated, Latency=0.09s2024.05 | 12.78 | — | |
| InstaFlow-0.9BFamily=Accelerated, Latency=0.09s2024.05 | 13.1 | — | |
| CogView2022.10 | 13.9 | 18.2 | |
| StyleGAN-TFamily=GANs, Latency=0.10s2024.05 | 13.9 | — | |
| UniPCFamily=Accelerated, Latency=0.26s, Steps=42024.05 | 19.57 | — | |
| DPM++Family=Accelerated, Latency=0.26s, Steps=42024.05 | 22.36 | — | |
| LCM-LoRAFamily=Accelerated, Latency=0.19s, Steps=42024.05 | 23.62 | — | |
| DALL-E2022.10 | 27.5 | 17.9 | |
| DALL-EFamily=Unaccelerated2024.05 | 27.5 | — | |
| SDGAN2022.10 | 29.35 | 35.69 | |
| DM-GAN2022.10 | 32.64 | 30.49 | |
| PCCM-GAN2022.10 | 33.59 | 26.52 | |
| LCM-LoRAFamily=Accelerated, Latency=0.09s, Steps=12024.05 | 77.9 | — |