| Benchmark | Model | Rank | Results |
|---|---|---|---|
| open-vocabulary-semantic-segmentation-on-cityscapes | CLIP Surgery (CLIP without any fine-tuning) | #4 | mIoU: 31.4 |
| open-vocabulary-semantic-segmentation-on-coco-stuff-171 | CLIP Surgery (original CLIP without any fine-tuning) | #6 | mIoU: 21.9 |
| open-vocabulary-semantic-segmentation-on-pascal-context-59 | CLIP Surgery (original CLIP without any fine-tuning) | #23 | mIoU: 29.3 |
| zero-shot-segmentation-on-ade20k-training-free | CLIPSurgery | #4 | mIoU: 12.9 |