| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ScanRefer (val) | X-Trans2Cap (C) | CIDEr106.11 | 91 | 4d ago | |
| Scan2Cap (val) | Chat-Scene | CIDEr (@0.5)77.19 | 33 | 4d ago | |
| ScanRefer (test) | Vote2Cap-DETR | CIDEr86.28 | 30 | 4d ago | |
| Scan2Cap | Video-3D LLM (Uniform) | BLEU-4 @0.541.3 | 23 | 4d ago | |
| Nr3D 1 (val) | 3D CoCa v2 | CIDEr (IoU=0.5)54.45 | 22 | 4d ago | |
| ScanRefer | Ours | CIDEr@0.5IoU54.3 | 16 | 4d ago | |
| Nr3D (test) | SIA | C Score @ 0.5 IoU59.48 | 13 | 4d ago | |
| ReferIt3D Nr3D (test) | Vote2Cap-DETR | C Score (0.5 IoU)45.53 | 13 | 4d ago | |
| Nr3D | Global Context Modeling (GCM) + Local Context Modeling (LCM) | C Score (0.5 IoU)37.37 | 9 | 4d ago | |
| Nr3D 1 (test) | 3D CoCa | CIDEr52.84 | 7 | 4d ago | |
| ScanRefer Oracle DC | X-Trans2Cap | CIDEr87.09 | 7 | 4d ago | |
| TOD3Cap Zero-shot OOD (test) | 3D CoCa v2 | C @ IoU 0.2559.6 | 6 | 4d ago | |
| Scan2Cap (test) | PQ3D | CIDEr80.3 | 5 | 4d ago | |
| ReferIt3D Nr3D (val) | SpaCap3D | C Score @0.5IoU33.71 | 5 | 4d ago | |
| TOD3Cap In-domain (test) | TOD3Cap | C (IoU=0.25)85.3 | 4 | 4d ago |
