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ResearchFormerly WizWand

Image Inpainting on FFHQ 256x256 (FID, LPIPS)

0.044LPIPSDiffusion Bridge (DB)
0.02280.16590.3090.4521Sep 29, 2025Nov 11, 2025Dec 25, 2025Feb 6, 2026Mar 22, 2026May 4, 2026Jun 17, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Diffusion Bridge (DB)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.090.04411.11
Flow Matching (FM)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.090.04711.16
Diffusion Bridge (DB)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.090.08916.72
Flow Matching (FM)Backbone=Transformer, Number of Parameters=485M, Resolution=256x2562025.090.11825.37
PixelHackerType=Diffusion-based, Category=Academic2026.060.2296.35
PixelHackerParam. (×10^9)=0.862▲281%, TFLOPs=0.338▲119%, Latency (ms/step)=46.89▲80%, Steps=20, Total Time(s)=0.94▲81%2026.060.2296.35
Moebius2026.060.2318.15
MoebiusParam. (×10^9)=0.226, TFLOPs=0.154, Latency (ms/step)=26.01, Steps=20, Total Time(s)=0.522026.060.2318.15
MATType=Non-Diffusion-based, Category=Academic2026.060.2329.04
FLUX.1-Fill-DevType=Diffusion-based, Category=Industrial2026.060.26811.19
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%2026.060.26811.19
Latent-C.I.Type=Non-Diffusion-based, Category=Academic2026.060.27819.24
LaMaType=Non-Diffusion-based, Category=Academic2026.060.29432.45
MI-GANType=Non-Diffusion-based, Category=Academic2026.060.35827.65
SDType=Diffusion-based, Category=Academic2026.060.35940.24
HD-PainterType=Diffusion-based, Category=Academic2026.060.38984.42
SD3.5 Large-Inp.Type=Diffusion-based, Category=Industrial2026.060.402109.42
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%2026.060.402109.42
PowerPaintType=Diffusion-based, Category=Academic2026.060.40938.25
RoRemType=Diffusion-based, Category=Academic2026.060.4467.83
DDNMType=Diffusion-based, Category=Academic2026.060.57432.12