Zero-Shot Semantic Segmentation
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | OTSeg+ | Transductive Setting hIoU | 49.8 | — | Unverified |
| 2 | CLIP-RC | Transductive Setting hIoU | 49.7 | — | Unverified |
| 3 | OTSeg | Transductive Setting hIoU | 49.5 | — | Unverified |
| 4 | ZegCLIP | Transductive Setting hIoU | 48.5 | — | Unverified |
| 5 | MVP-SEG+ | Transductive Setting hIoU | 45.5 | — | Unverified |
| 6 | FreeSeg | Transductive Setting hIoU | 45.3 | — | Unverified |
| 7 | MaskCLIP+ | Transductive Setting hIoU | 45 | — | Unverified |
| 8 | zsseg | Transductive Setting hIoU | 41.5 | — | Unverified |
| 9 | DeOP | Inductive Setting hIoU | 38.2 | — | Unverified |
| 10 | STRICT | Transductive Setting hIoU | 34.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CAT-Seg-L | Mean IoU | 38.14 | — | Unverified |
| 2 | CAT-Seg-H | Mean IoU | 35.66 | — | Unverified |
| 3 | CAT-Seg-B | Mean IoU | 33.74 | — | Unverified |
| 4 | SAN-L | Mean IoU | 30.06 | — | Unverified |
| 5 | Grounded-SAM-L | Mean IoU | 29.05 | — | Unverified |
| 6 | Grounded-SAM-H | Mean IoU | 28.78 | — | Unverified |
| 7 | Grounded-SAM-B | Mean IoU | 28.52 | — | Unverified |
| 8 | OVSeg-L | Mean IoU | 26.94 | — | Unverified |
| 9 | SAN-B | Mean IoU | 26.74 | — | Unverified |
| 10 | OpenSeeD-T | Mean IoU | 24.33 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | OTSeg+ | Transductive Setting hIoU | 94.4 | — | Unverified |
| 2 | OTSeg | Transductive Setting hIoU | 94.2 | — | Unverified |
| 3 | CLIP-RC | Transductive Setting hIoU | 93 | — | Unverified |
| 4 | ZegCLIP | Transductive Setting hIoU | 91.1 | — | Unverified |
| 5 | MaskCLIP+ | Transductive Setting hIoU | 87.4 | — | Unverified |
| 6 | FreeSeg | Transductive Setting hIoU | 86.9 | — | Unverified |
| 7 | DeOp | Inductive Setting hIoU | 80.8 | — | Unverified |
| 8 | zsseg | Transductive Setting hIoU | 79.3 | — | Unverified |
| 9 | ZegFormer | Inductive Setting hIoU | 73.3 | — | Unverified |
| 10 | STRICT | Transductive Setting hIoU | 49.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MAFT | unseen mIoU | 8.7 | — | Unverified |