Semantic Segmentation on CelebAMask-HQ (test)
71.3mIoU (Ear)SegDDPM
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SegDDPMtraining samples=102024.12 | 71.3 | — | — | 61.6 | 67.5 | 73.5 | 86.1 | 83.5 | 79.2 | 81.9 | 89.2 | 86.5 | 78 | |
| Ourstraining samples=102024.12 | 65.7 | — | — | 67.1 | 63.7 | 72.6 | 86.4 | 83 | 82.5 | 81 | 90 | 87.9 | 78.1 | |
| Ourstraining samples=12024.12 | 65 | — | — | 38.9 | 42.1 | 66.1 | 81.3 | 79.9 | 79 | 81.7 | 85.8 | 81.7 | 70.2 | |
| SLiMetraining samples=102024.12 | 64.2 | — | — | 63.1 | 62 | 65.5 | 85.3 | 82.1 | 79.4 | 79.1 | 88.8 | 87.1 | 75.7 | |
| ReGANtraining samples=12024.12 | 57.8 | — | — | — | — | — | — | 71.1 | — | 76 | — | — | — | |
| SegDDPMtraining samples=12024.12 | 57.3 | — | — | 28.9 | 46.6 | 61.5 | 72.3 | 44 | 66.6 | 69.4 | 77.5 | 76.6 | 60.1 | |
| SLiMetraining samples=12024.12 | 57.1 | — | — | 52.6 | 44.2 | 61.3 | 80.9 | 74.8 | 78.9 | 77.5 | 86.8 | 81.6 | 69.6 | |
| ReGANtraining samples=102024.12 | 37.3 | — | — | 15.5 | 68.2 | 75.4 | 84 | 86.5 | 80.3 | 84.6 | 90 | 84.7 | 69.9 | |
| SegGPTtraining samples=1, supervised=true2024.12 | 32.3 | — | — | 24 | 48.8 | 51.7 | 82.7 | 66.7 | 77.3 | 73.6 | 85.7 | 28 | 57.1 | |
| DatasetDDPM-unsup.Learning Setting=Unsupervised, Algorithm=K-means (K=3) on pre-trained DDPM2023.09 | — | 78.5 | 69.3 | — | — | — | — | — | — | — | — | — | — | |
| Factorized Diffusion ArchitecturesLearning Setting=Unsupervised2023.09 | — | 87.9 | 80.3 | — | — | — | — | — | — | — | — | — | — | |
| Supervised UNetLearning Setting=Supervised2023.09 | — | 95.7 | 90.2 | — | — | — | — | — | — | — | — | — | — |