Open Vocabulary Semantic Segmentation
Papers
Showing 91–100 of 113 papers
All datasetsPASCAL Context-59ADE20K-150ADE20K-847PascalVOC-20PASCAL Context-459COCO-Stuff-171CityscapesPascalVOC-20biSAIDCityscape-171FASTISPRS Potsdam
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | HyperSeg | mIoU | 64.6 | — | Unverified |
| 2 | SILC | mIoU | 63.5 | — | Unverified |
| 3 | CAT-Seg | mIoU | 63.3 | — | Unverified |
| 4 | MaskCLIP++ | mIoU | 62.5 | — | Unverified |
| 5 | CLIPSelf | mIoU | 62.3 | — | Unverified |
| 6 | UMG-CLIP-L/14 | mIoU | 61 | — | Unverified |
| 7 | SED | mIoU | 60.6 | — | Unverified |
| 8 | Mask-Adapter | mIoU | 60.4 | — | Unverified |
| 9 | EBSeg-L | mIoU | 60.2 | — | Unverified |
| 10 | MAFT+ | mIoU | 59.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMG-CLIP-E/14 | mIoU | 38.2 | — | Unverified |
| 2 | MaskCLIP++ | mIoU | 38.2 | — | Unverified |
| 3 | Mask-Adapter | mIoU | 38.2 | — | Unverified |
| 4 | CAT-Seg | mIoU | 37.9 | — | Unverified |
| 5 | SILC | mIoU | 37.7 | — | Unverified |
| 6 | UMG-CLIP-L/14 | mIoU | 36.1 | — | Unverified |
| 7 | MAFT+ | mIoU | 36.1 | — | Unverified |
| 8 | OVSeg + OpenDAS | mIoU | 35.8 | — | Unverified |
| 9 | SED | mIoU | 35.2 | — | Unverified |
| 10 | CLIPSelf | mIoU | 34.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMG-CLIP-E/14 | mIoU | 17.3 | — | Unverified |
| 2 | MaskCLIP++ | mIoU | 16.8 | — | Unverified |
| 3 | Mask-Adapter | mIoU | 16.2 | — | Unverified |
| 4 | CAT-Seg | mIoU | 16 | — | Unverified |
| 5 | UMG-CLIP-L/14 | mIoU | 15.4 | — | Unverified |
| 6 | MAFT+ | mIoU | 15.1 | — | Unverified |
| 7 | SILC | mIoU | 15 | — | Unverified |
| 8 | PosSAM | mIoU | 14.9 | — | Unverified |
| 9 | FC-CLIP | mIoU | 14.8 | — | Unverified |
| 10 | SCAN | mIoU | 14 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMG-CLIP-L/14 | mIoU | 97.9 | — | Unverified |
| 2 | SILC | mIoU | 97.6 | — | Unverified |
| 3 | SCAN | mIoU | 97.2 | — | Unverified |
| 4 | CAT-Seg | mIoU | 97 | — | Unverified |
| 5 | MaskCLIP++ | mIoU | 96.8 | — | Unverified |
| 6 | MAFT+ | mIoU | 96.5 | — | Unverified |
| 7 | EBSeg-L | mIoU | 96.4 | — | Unverified |
| 8 | FC-CLIP | mIoU | 95.4 | — | Unverified |
| 9 | OVSeg Swin-B | mIoU | 94.5 | — | Unverified |
| 10 | HyperSeg | mIoU | 92.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SILC | mIoU | 25.8 | — | Unverified |
| 2 | UMG-CLIP-E/14 | mIoU | 25.2 | — | Unverified |
| 3 | MaskCLIP++ | mIoU | 23.9 | — | Unverified |
| 4 | CAT-Seg | mIoU | 23.8 | — | Unverified |
| 5 | UMG-CLIP-L/14 | mIoU | 23.2 | — | Unverified |
| 6 | Mask-Adapter | mIoU | 22.7 | — | Unverified |
| 7 | SED | mIoU | 22.6 | — | Unverified |
| 8 | MAFT+ | mIoU | 21.6 | — | Unverified |
| 9 | EBSeg-L | mIoU | 21 | — | Unverified |
| 10 | FC-CLIP | mIoU | 18.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | POMP | HIoU | 39.1 | — | Unverified |
| 2 | ZSSeg | HIoU | 37.8 | — | Unverified |
| 3 | ZegFormer | HIoU | 34.8 | — | Unverified |
| 4 | TTD (TCL) | mIoU | 23.7 | — | Unverified |
| 5 | LaVG | mIoU | 23.2 | — | Unverified |
| 6 | CLIP Surgery (original CLIP without any fine-tuning) | mIoU | 21.9 | — | Unverified |
| 7 | TTD (MaskCLIP) | mIoU | 19.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | FC-CLIP | mIoU | 56.2 | — | Unverified |
| 2 | SimSeg | mIoU | 34.5 | — | Unverified |
| 3 | TTD (TCL) | mIoU | 32 | — | Unverified |
| 4 | CLIP Surgery (CLIP without any fine-tuning) | mIoU | 31.4 | — | Unverified |
| 5 | TTD (MaskCLIP) | mIoU | 27 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMG-CLIP-E/14 | mIoU | 85.4 | — | Unverified |
| 2 | CAT-Seg | mIoU | 82.5 | — | Unverified |
| 3 | SILC | mIoU | 82.5 | — | Unverified |
| 4 | FC-CLIP | mIoU | 81.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SkySense-O | mIoU- | 43.9 | — | Unverified |
| 2 | SegEarth-OV | mIoU- | 21.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PACL | mIoU | 38.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SkySense-O | mIoU | 8.3 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SkySense-O | mIoU | 54.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SkySense-O | mIoU | 30.89 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SkySense-O | mIoU | 32.12 | — | Unverified |