| open-vocabulary-panoptic-segmentation-on-ade20k | UMG-CLIP-E/14 | #1 | PQ: 31.6 |
| open-vocabulary-panoptic-segmentation-on-ade20k | UMG-CLIP-L/14 | #3 | PQ: 29.1 |
| open-vocabulary-semantic-segmentation-on-1 | UMG-CLIP-L/14 | #5 | mIoU: 61.0 |
| open-vocabulary-semantic-segmentation-on-2 | UMG-CLIP-E/14 | #1 | mIoU: 38.2 |
| open-vocabulary-semantic-segmentation-on-2 | UMG-CLIP-L/14 | #5 | mIoU: 36.1 |
| open-vocabulary-semantic-segmentation-on-3 | UMG-CLIP-E/14 | #1 | mIoU: 17.3 |
| open-vocabulary-semantic-segmentation-on-3 | UMG-CLIP-L/14 | #5 | mIoU: 15.4 |
| open-vocabulary-semantic-segmentation-on-5 | UMG-CLIP-L/14 | #1 | mIoU: 97.9 |
| open-vocabulary-semantic-segmentation-on-7 | UMG-CLIP-E/14 | #1 | mIoU: 25.2 |
| open-vocabulary-semantic-segmentation-on-7 | UMG-CLIP-L/14 | #4 | mIoU: 23.2 |
| open-vocabulary-semantic-segmentation-on-9 | UMG-CLIP-E/14 | #1 | mIoU: 85.4 |
| panoptic-segmentation-on-coco-minival | UMG-CLIP-E/14 | #4 | PQ: 59.5AP: 50.7mIoU: 69.7 |
| panoptic-segmentation-on-coco-minival | UMG-CLIP-L/14 | #7 | PQ: 58.9AP: 49.7mIoU: 68.9 |