Material Transfer on MTB
0.8617SSIMMaTe
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MaTeBase model=Flux.1 [21], Preprocessing time (s)=0, Inference time (s)=11, Fine-tuning=false, Text conditions=false, Reference Networks=false2026.05 | 0.8617 | 0.1319 | 0.8825 | 63.42 | 73.71 | 83.82 | |
| MaterialFusionBase model=SD1.5 [36], Preprocessing time (s)=0, Inference time (s)=43, Fine-tuning=false, Text conditions=true, Reference Networks=true2026.05 | 0.8263 | 0.1565 | 0.8521 | 11.21 | 20.04 | 10.48 | |
| IP-Adapter SDXLBase model=SDXL [32], Preprocessing time (s)=0, Inference time (s)=20, Fine-tuning=false, Text conditions=false, Reference Networks=true2026.05 | 0.8152 | 0.1876 | 0.8358 | 7.35 | 2.94 | 3.49 | |
| ProSpectBase model=SD1.4 [36], Preprocessing time (s)=200, Inference time (s)=16, Fine-tuning=true, Text conditions=true, Reference Networks=false2026.05 | 0.8048 | 0.1693 | 0.8009 | 2.57 | 2.57 | 1.84 | |
| IP-Adapter SD1.5Base model=SD1.5 [36], Preprocessing time (s)=0, Inference time (s)=10, Fine-tuning=false, Text conditions=false, Reference Networks=true2026.05 | 0.7489 | 0.2537 | 0.8271 | 0.74 | 0.37 | 0 | |
| ZeSTBase model=SDXL [32], Preprocessing time (s)=0, Inference time (s)=21, Fine-tuning=false, Text conditions=false, Reference Networks=true2026.05 | 0.7231 | 0.243 | 0.8627 | 14.34 | 0.18 | 0.37 | |
| U-VAPBase model=SD1.5 [36], Preprocessing time (s)=522, Inference time (s)=7, Fine-tuning=true, Text conditions=true, Reference Networks=false2026.05 | 0.7176 | 0.2612 | 0.7698 | 0.37 | 0.18 | 0 |