| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ScanRefer (val) | InstanceRefer | Overall Accuracy @ IoU 0.5066.83 | 192 | 12d ago | |
| ScanRefer | 3DGraphLLM-1B + QuatRoPE | Acc@0.558.2 | 142 | 11d ago | |
| Nr3D (test) | PanoGrounder | Overall Success Rate76.1 | 88 | 1mo ago | |
| Nr3D | ViewSRD | Overall Success Rate69.9 | 83 | 1mo ago | |
| Sr3D (test) | UniVLG | Overall Accuracy81.7 | 73 | 1mo ago | |
| ScanRefer Unique | GPT4Scene | Acc@0.25 (IoU=0.25)90.3 | 41 | 17d ago | |
| ScanRefer Overall | TAB | Acc @ 0.2571.6 | 41 | 17d ago | |
| ScanRefer (test) | Unique Accuracy91.9 | 21 | 1mo ago | ||
| ScanRefer Multiple | TAB | Accuracy @ IoU=0.2560.8 | 17 | 17d ago | |
| NuInteract (test) | PETR | Precision55.8 | 16 | 1mo ago | |
| ScanRefer Multiple (val) | MCLN | Accuracy @ IoU 0.2552 | 15 | 1mo ago | |
| Sr3D | Vid-LLM | Overall Accuracy77.8 | 15 | 1mo ago | |
| ScanRefer v1 (test) | M3DRef-CLIP | Unique Acc@0.5IoU70.9 | 15 | 1mo ago | |
| Multi3DRefer (val) | CVP | F1@0.5054.7 | 14 | 1mo ago | |
| Nr3D without GT object class | SceneVerse | Easy Success72.5 | 13 | 17d ago | |
| Multi3DRef | VeBrain-7B | Accuracy67.8 | 13 | 1mo ago | |
| Nr3D (val) | Easy Score70.2 | 13 | 1mo ago | ||
| Multi3DRef | 3DGraphLLM-1B + QuatRoPE | F1 Score (IoU=0.5)60.5 | 12 | 23d ago | |
| MoniRefer Overall (val) | Accuracy@0.2580.56 | 8 | 1mo ago | ||
| MoniRefer (val) | Accuracy@0.250.7948 | 8 | 1mo ago | ||
| MoniRefer Unique subset (val) | Accuracy@0.25100 | 8 | 1mo ago | ||
| EmbodiedScan ARKitScenes | UniGround | Accuracy @ IoU 0.2528.7 | 7 | 1mo ago | |
| Multi3DRefer | Vid-LLM | Accuracy@0.2561.6 | 7 | 1mo ago | |
| ScanRefer 250 scenes (test) | Z3D | Acc@0.25 (Unique)87.9 | 7 | 1mo ago | |
| ImputeRefer (test) | Ges3ViG | Unique IoU@0.2584.6 | 7 | 1mo ago |
