Image Inpainting on FFHQ 256x256 (FID, LPIPS)
0.044LPIPSDiffusion Bridge (DB)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Diffusion Bridge (DB)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.09 | 0.044 | 11.11 | |
| Flow Matching (FM)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.09 | 0.047 | 11.16 | |
| Diffusion Bridge (DB)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.09 | 0.089 | 16.72 | |
| Flow Matching (FM)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.09 | 0.118 | 25.37 | |
| PixelHackerType=Diffusion-based, Category=Academic2026.06 | 0.229 | 6.35 | |
| PixelHackerParam. (×10^9)=0.862▲281%, TFLOPs=0.338▲119%, Latency (ms/step)=46.89▲80%, Steps=20, Total Time(s)=0.94▲81%2026.06 | 0.229 | 6.35 | |
| Moebius2026.06 | 0.231 | 8.15 | |
| MoebiusParam. (×10^9)=0.226, TFLOPs=0.154, Latency (ms/step)=26.01, Steps=20, Total Time(s)=0.522026.06 | 0.231 | 8.15 | |
| MATType=Non-Diffusion-based, Category=Academic2026.06 | 0.232 | 9.04 | |
| FLUX.1-Fill-DevType=Diffusion-based, Category=Industrial2026.06 | 0.268 | 11.19 | |
| FLUX.1-Fill-DevParam. (×10^9)=11.902▲5166%, TFLOPs=9.927▲6346%, Latency (ms/step)=161.01▲519%, Steps=50▲150%, Total Time(s)=8.05▲1448%2026.06 | 0.268 | 11.19 | |
| Latent-C.I.Type=Non-Diffusion-based, Category=Academic2026.06 | 0.278 | 19.24 | |
| LaMaType=Non-Diffusion-based, Category=Academic2026.06 | 0.294 | 32.45 | |
| MI-GANType=Non-Diffusion-based, Category=Academic2026.06 | 0.358 | 27.65 | |
| SDType=Diffusion-based, Category=Academic2026.06 | 0.359 | 40.24 | |
| HD-PainterType=Diffusion-based, Category=Academic2026.06 | 0.389 | 84.42 | |
| SD3.5 Large-Inp.Type=Diffusion-based, Category=Industrial2026.06 | 0.402 | 109.42 | |
| SD3.5 Large-Inp.Param. (×10^9)=8.057▲3465%, TFLOPs=8.657▲5521%, Latency (ms/step)=151.02▲481%, Steps=28▲40%, Total Time(s)=4.23▲713%2026.06 | 0.402 | 109.42 | |
| PowerPaintType=Diffusion-based, Category=Academic2026.06 | 0.409 | 38.25 | |
| RoRemType=Diffusion-based, Category=Academic2026.06 | 0.44 | 67.83 | |
| DDNMType=Diffusion-based, Category=Academic2026.06 | 0.574 | 32.12 |