Unsupervised Panoptic Segmentation
Unsupervised Panoptic Segmentation aims to partition an image into semantically meaningful regions and distinct object instances without training using any manually annotated images. ( Image credit: CUPS, Hahn & Reich et al., CVPR 2025 )
Papers
Showing 1–4 of 4 papers
All datasetsCityscapesBDD100K valKITTIMUSES: MUlti-SEnsor Semantic perception datasetWaymo Open DatasetCOCO val2017
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CUPS (54 pseudo-classes) | PQ | 30.6 | — | Unverified |
| 2 | CUPS (40 pseudo-classes) | PQ | 30.3 | — | Unverified |
| 3 | CUPS (27 pseudo-classes) | PQ | 27.8 | — | Unverified |
| 4 | U2Seg (827 pseudo-classes) | PQ | 18.4 | — | Unverified |
| 5 | DepthG + CutLER | PQ | 16.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CUPS (40 pseudo-classes) | PQ | 21.9 | — | Unverified |
| 2 | CUPS (54 pseudo-classes) | PQ | 21.8 | — | Unverified |
| 3 | CUPS (27 pseudo-classes) | PQ | 19.9 | — | Unverified |
| 4 | U2Seg | PQ | 15.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CUPS (54 pseudo-classes) | PQ | 28.5 | — | Unverified |
| 2 | CUPS (40 pseudo-classes) | PQ | 28.1 | — | Unverified |
| 3 | CUPS (27 pseudo-classes) | PQ | 25.5 | — | Unverified |
| 4 | U2Seg | PQ | 20.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CUPS (40 pseudo-classes) | PQ | 28.2 | — | Unverified |
| 2 | CUPS (27 pseudo-classes) | PQ | 24.4 | — | Unverified |
| 3 | CUPS (54 pseudo-classes) | PQ | 22.8 | — | Unverified |
| 4 | U2Seg | PQ | 20.3 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CUPS (54 pseudo-classes) | PQ | 27.3 | — | Unverified |
| 2 | CUPS (40 pseudo-classes) | PQ | 27.2 | — | Unverified |
| 3 | CUPS (27 pseudo-classes) | PQ | 26.4 | — | Unverified |
| 4 | U2Seg | PQ | 19.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | U2Seg | PQ | 16.1 | — | Unverified |
| 2 | CutLER+STEGO | PQ | 12.4 | — | Unverified |
| 3 | U2Seg | PQ | 11.1 | — | Unverified |