Pathology Text-to-Image Generation on 10K High-Quality Pathology 1.0 (test)
0.372CLIP-ScoreReal Data
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Real Data2025.12 | 0.372 | — | — | — | — | — | 9.6 | — | 27.55 | — | 3.45 | — | 4.21 | — | |
| Show-o2Unif. Model=true, Fully fine-tuned=true2025.12 | 0.357 | 98.82 | 0.2 | 184.19 | 0.239 | 0.601 | 4.64 | 2.4 | 15.26 | 8.15 | 5.85 | 2.74 | 5.5 | 2.58 | |
| UniPathUnif. Model=true2025.12 | 0.348 | 25.7 | 0.081 | 80.86 | 0.134 | 0.57 | 3.92 | 3.3 | 14.08 | 11.92 | 5.66 | 4.64 | 5.54 | 4.67 | |
| UniMedVLUnif. Model=true2025.12 | 0.319 | 156.17 | 0.219 | 216.27 | 0.255 | 0.619 | 2.73 | 1.98 | 8.47 | 6.67 | 3.86 | 2.62 | 3.85 | 2.6 | |
| PathLDMUnif. Model=false2025.12 | 0.182 | 93.91 | 0.17 | 174.32 | 0.254 | 0.606 | 0.12 | 0.19 | 0.7 | 0.66 | 0.19 | 0.27 | 0.3 | 0.36 | |
| SD1.5Unif. Model=false, Fully fine-tuned=true2025.12 | 0.147 | 160.36 | 0.221 | 259.69 | 0.321 | 0.634 | 0.27 | 0.38 | 1.48 | 1.33 | 0.23 | 0.49 | 0.4 | 0.61 | |
| Pixart-αUnif. Model=false, Fully fine-tuned=true2025.12 | 0.105 | 270.36 | 0.277 | 336.78 | 0.401 | 0.603 | 0.84 | 0.64 | 3.4 | 2.75 | 1.17 | 0.91 | 1.38 | 1.15 | |
| BLIP3oUnif. Model=true, Fully fine-tuned=true2025.12 | 0.08 | 95.04 | 0.183 | 358.61 | 0.431 | 0.598 | 0.93 | 1.1 | 3.78 | 3.68 | 1.23 | 1.61 | 1.51 | 1.72 | |
| SDXLUnif. Model=false, Fully fine-tuned=true2025.12 | -0.035 | 291.17 | 0.305 | 295.5 | 0.343 | 0.657 | 0.34 | 0.19 | 1.21 | 0.95 | 0.52 | 0.27 | 0.67 | 0.42 | |
| PixcellUnif. Model=false2025.12 | — | 80.74 | 0.119 | 163.44 | 0.177 | 0.602 | — | — | — | — | — | — | — | — |