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ResearchFormerly WizWand

Text-to-Image Generation on Text-to-Image Evaluation Benchmarks

10.86HPSv3SD 3.5 Medium
5.15046.63278.1159.5973Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SD 3.5 MediumTeacher Architect.=MM-DiT, Paras (B)=2.50, NFE=502026.0610.8630.020.9614.1384.5
KolorsTeacher Architect.=Large U-Net, Paras (B)=2.57, NFE=502026.0610.5930.940.8814.1276.52
Bridge (Merged)Student Backbone=SD 1.5, Teacher Model=All 5 Teachers, Paras (B)=0.86, NFE=12026.0610.5329.070.6512.6266.67
FLUX.2-klein-4BTeacher Architect.=MM-DiT, Paras (B)=4.00, NFE=502026.0610.0528.90.81483.2
Bridge (Merged)Student Backbone=SD 2.1, Teacher Model=All 5 Teachers, Paras (B)=0.86, NFE=12026.069.75300.7412.668.5
PixArt-Σ-1024Teacher Architect.=DiT, Paras (B)=0.61, NFE=202026.069.6230.390.9214.1480
BridgeStudent Backbone=SD 1.5, Teacher Model=FLUX.2-klein-4B [17], Teacher Architect.=MM-DiT, Paras (B)=0.86, NFE=12026.069.4926.640.412.3564.06
BridgeStudent Backbone=SD 1.5, Teacher Model=SD 3.5 Medium [8], Teacher Architect.=MM-DiT, Paras (B)=0.86, NFE=12026.069.4228.30.6212.9665.75
BridgeStudent Backbone=SD 1.5, Teacher Model=Kolors [46], Teacher Architect.=Large U-Net, Paras (B)=0.86, NFE=12026.069.3327.380.3411.6664.46
SDXLTeacher Architect.=Large U-Net, Paras (B)=2.57, NFE=502026.069.2528.360.6613.7274
BridgeStudent Backbone=SD 1.5, Teacher Model=SDXL [36], Teacher Architect.=Large U-Net, Paras (B)=0.86, NFE=12026.069.0427.370.311.9363
BridgeStudent Backbone=SD 2.1, Teacher Model=FLUX.2-klein-4B [17], Teacher Architect.=MM-DiT, Paras (B)=0.86, NFE=12026.068.7428.310.3312.0366
BridgeStudent Backbone=SD 1.5, Teacher Model=PixArt-Σ-1024 [3], Teacher Architect.=DiT, Paras (B)=0.86, NFE=12026.068.6526.430.311.9463.43
BridgeStudent Backbone=SD 2.1, Teacher Model=SD 3.5 Medium [8], Teacher Architect.=MM-DiT, Paras (B)=0.86, NFE=12026.068.6429.110.4512.9268.52
BridgeStudent Backbone=SD 2.1, Teacher Model=Kolors [46], Teacher Architect.=Large U-Net, Paras (B)=0.86, NFE=12026.068.5226.570.211.9168.34
BridgeStudent Backbone=SD 2.1, Teacher Model=PixArt-Σ-1024 [3], Teacher Architect.=DiT, Paras (B)=0.86, NFE=12026.068.4228.290.4412.268.51
BridgeStudent Backbone=SD 2.1, Teacher Model=SDXL [36], Teacher Architect.=Large U-Net, Paras (B)=0.86, NFE=12026.068.426.730.2311.8867.03
SiD (init.)Student Backbone=SD 2.1 Student, Paras (B)=0.86, NFE=12026.066.4223.740.111.2961.33
DMD2 (init.)Student Backbone=SD 1.5 Student, Paras (B)=0.86, NFE=12026.065.3721.9-0.2910.4259.85