| semi-supervised-semantic-segmentation-on-ade20k-1-16-labeled | HVLFormer (EVA02-S) | – | Validation mIoU: 39.1 |
| semi-supervised-semantic-segmentation-on-ade20k-1-16-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 49.8 |
| semi-supervised-semantic-segmentation-on-ade20k-1-16-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 47.5 |
| semi-supervised-semantic-segmentation-on-ade20k-1-32-labeled | HVLFormer (EVA02-S) | – | Validation mIoU: 36.9 |
| semi-supervised-semantic-segmentation-on-ade20k-1-32-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 48.2 |
| semi-supervised-semantic-segmentation-on-ade20k-1-32-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 46.6 |
| semi-supervised-semantic-segmentation-on-cityscapes-6-25-labeled | HVLFormer (E.02-S) | – | Validation mIoU: 81.3 |
| semi-supervised-semantic-segmentation-on-cityscapes-6-25-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 84.1 |
| semi-supervised-semantic-segmentation-on-cityscapes-6-25-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 83.0 |
| semi-supervised-semantic-segmentation-on-coco-1-128-labeled | HVLFormer (E.02-S) | – | Validation mIoU: 56.2 |
| semi-supervised-semantic-segmentation-on-coco-1-128-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 63.7 |
| semi-supervised-semantic-segmentation-on-coco-1-128-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 61.2 |
| semi-supervised-semantic-segmentation-on-coco-1-256-labeled | HVLFormer (E.02-S) | – | Validation mIoU: 54.8 |
| semi-supervised-semantic-segmentation-on-coco-1-256-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 61.3 |
| semi-supervised-semantic-segmentation-on-coco-1-256-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 56.7 |
| semi-supervised-semantic-segmentation-on-coco-1-32-labeled | HVLFormer (E.02-S) | – | Validation mIoU: 61.1 |
| semi-supervised-semantic-segmentation-on-coco-1-32-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 67.4 |
| semi-supervised-semantic-segmentation-on-coco-1-32-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 65.1 |
| semi-supervised-semantic-segmentation-on-coco-1-512-labeled | HVLFormer (E.02-S) | – | Validation mIoU: 52.7 |
| semi-supervised-semantic-segmentation-on-coco-1-512-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 59.4 |
| semi-supervised-semantic-segmentation-on-coco-1-512-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 54.9 |
| semi-supervised-semantic-segmentation-on-coco-1-64-labeled | HVLFormer (E.02-S) | – | Validation mIoU: 58.5 |
| semi-supervised-semantic-segmentation-on-coco-1-64-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 65.1 |
| semi-supervised-semantic-segmentation-on-coco-1-64-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 62.9 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-183-labeled | HVLFormer (EVA02-S) | – | Validation mIoU: 86.2 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-183-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 90.1 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-183-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 88.8 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-366-labeled | HVLFormer (EVA02-S) | – | Validation mIoU: 87.1 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-366-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 90.9 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-366-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 89.4 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-732-labeled | HVLFormer (EVA02-S) | – | Validation mIoU: 88.5 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-732-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 91.5 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-732-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 90.0 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-92-labeled | HVLFormer (EVA02-S) | – | Validation mIoU: 84.8 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-92-labeled | HVLFormer (SigLIP2) | – | Validation mIoU: 89.4 |
| semi-supervised-semantic-segmentation-on-pascal-voc-2012-92-labeled | HVLFormer (ViT-B) | – | Validation mIoU: 87.3 |