Semantic Segmentation on Karachi (mIoU)
77.5mIoUFully Supervised
Evaluation results
| Method | Links | |
|---|---|---|
| Fully SupervisedBudget=100%, Backbone=DINOv22026.02 | 77.5 | |
| SupervisedBudget=30%, Backbone=ResNet2026.02 | 74.5 | |
| UniMatchBudget=30%, Backbone=ResNet2026.02 | 74.4 | |
| UniMatch-v2Budget=30%, Backbone=DINOv22026.02 | 73.9 | |
| SLUM-iBudget=30%, Backbone=DINOv22026.02 | 73.7 | |
| FixMatchBudget=30%, Backbone=ResNet2026.02 | 68.3 | |
| SupervisedBudget=20%, Backbone=DINOv22026.02 | 67.4 | |
| SupervisedBudget=30%, Backbone=DINOv22026.02 | 66.9 | |
| SLUM-iBudget=30%, Backbone=ResNet2026.02 | 63.5 | |
| SupervisedBudget=10%, Backbone=DINOv22026.02 | 63.1 | |
| SupervisedBudget=10%, Backbone=ResNet2026.02 | 62.9 | |
| SLUM-iBudget=10%, Backbone=DINOv22026.02 | 62.6 | |
| UniMatch-v2Budget=10%, Backbone=DINOv22026.02 | 61.5 | |
| FixMatchBudget=10%, Backbone=ResNet2026.02 | 58.9 | |
| SLUM-iBudget=10%, Backbone=ResNet2026.02 | 58.4 | |
| SLUM-iBudget=20%, Backbone=DINOv22026.02 | 57.4 | |
| UniMatchBudget=20%, Backbone=ResNet2026.02 | 56.5 | |
| UniMatch-v2Budget=20%, Backbone=DINOv22026.02 | 56.2 | |
| Fully SupervisedBudget=100%, Backbone=ResNet2026.02 | 55.3 | |
| FixMatchBudget=20%, Backbone=ResNet2026.02 | 54 | |
| UniMatchBudget=10%, Backbone=ResNet2026.02 | 50.8 | |
| SupervisedBudget=20%, Backbone=ResNet2026.02 | 48.5 | |
| SLUM-iBudget=20%, Backbone=ResNet2026.02 | 48.3 |