3D Open-Vocabulary Instance Segmentation
Open-vocabulary 3D instance segmentation is a computer vision task that involves identifying and delineating individual objects or instances within a three-dimensional (3D) scene without prior knowledge of a fixed set of object classes or categories. In other words, it extends traditional instance segmentation to a scenario where the number and types of objects present in the 3D environment are not predefined or limited to a specific vocabulary.
Papers
No papers found.
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Open-YOLO 3D | mAP | 23.7 | — | Unverified |
| 2 | OpenIns3D (with rgbd) | mAP | 21.1 | — | Unverified |
| 3 | Open3DIS | mAP | 18.1 | — | Unverified |
| 4 | OpenIns3D | mAP | 15.4 | — | Unverified |
| 5 | OpenMask3D | mAP | 13.1 | — | Unverified |
| 6 | OVIR-3D | mAP | 11.1 | — | Unverified |
| 7 | OpenScene + Mask3D | mAP | 10.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Any3DIS | mAP | 25.8 | — | Unverified |
| 2 | Open-YOLO 3D | mAP | 24.7 | — | Unverified |
| 3 | Open3DIS | mAP | 23.7 | — | Unverified |
| 4 | OpenIns3D | mAP | 15.9 | — | Unverified |
| 5 | OpenMask3D | mAP | 15.4 | — | Unverified |
| 6 | OpenIns3D (3d only) | mAP | 8.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | OPENINS3D | AP50 | 13.3 | — | Unverified |
| 2 | PointCLIPV2 | AP50 | 3.1 | — | Unverified |
| 3 | PointCLIP | AP50 | 2.6 | — | Unverified |