3D Referring Expression Comprehension on ScanRefer
58.47Overall@0.25 AccuracyPC-CrossDiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PC-CrossDiffArchitecture=Two-stage Model, Training Mode=Dual-Task2026.03 | 58.47 | 53.59 | 43.12 | 47.89 | |
| PC-CrossDiffArchitecture=Single-stage Model, Training Mode=Dual-Task2026.03 | 57.37 | 51.59 | 42.02 | 46.68 | |
| MCLNArchitecture=Two-stage Model, Training Mode=Dual-Task, Venue=ECCV’242026.03 | 57.17 | 51.96 | 40.76 | 45.53 | |
| G3-LQArchitecture=Two-stage Model, Venue=CVPR’242026.03 | 56.9 | 51.48 | 40.8 | 45.58 | |
| TSP3DArchitecture=Single-stage Model, Venue=CVPR’252026.03 | 56.45 | — | — | 46.71 | |
| G3-LQArchitecture=Single-stage Model, Venue=CVPR’242026.03 | 55.95 | 50.23 | 39.72 | 44.72 | |
| TSP3D*Architecture=Single-stage Model, Venue=CVPR’25, Reproduction=True2026.03 | 55.82 | 50.66 | 41.3 | 45.69 | |
| AugReferArchitecture=Single-stage Model, Venue=AAAI’252026.03 | 55.68 | 49.96 | 39.06 | 44.03 | |
| VPP-NetArchitecture=Two-stage Model, Venue=CVPR’242026.03 | 55.65 | 50.53 | 39.03 | 43.29 | |
| 3DRefTR-SPArchitecture=Two-stage Model, Venue=ICCV’232026.03 | 55.45 | 50.07 | 38.65 | 43.48 | |
| EDAArchitecture=Two-stage Model, Venue=CVPR’232026.03 | 54.59 | 49.13 | 37.64 | 42.26 | |
| MCLNArchitecture=Single-stage Model, Training Mode=Dual-Task, Venue=ECCV’242026.03 | 54.3 | 49.72 | 38.41 | 42.64 | |
| EDAArchitecture=Single-stage Model, Venue=CVPR’232026.03 | 53.83 | 48.11 | 36.82 | 41.7 | |
| 3D-VLPArchitecture=Two-stage Model, Venue=CVPR’232026.03 | 51.41 | 43.51 | 33.41 | 39.46 | |
| 3D-VisTAArchitecture=Two-stage Model, Venue=ICCV’232026.03 | 50.6 | 43.7 | 39.1 | 45.8 | |
| BUTD-DETRArchitecture=Two-stage Model, Venue=ECCV’222026.03 | 50.42 | 44.73 | 33.97 | 38.6 | |
| BUTD-DETRArchitecture=Single-stage Model, Venue=ECCV’222026.03 | 49.76 | 44.2 | 32.81 | 37.05 | |
| 3D-SPSArchitecture=Two-stage Model, Venue=CVPR’222026.03 | 48.82 | 40.32 | 29.82 | 36.98 | |
| ViL3DRelArchitecture=Two-stage Model, Venue=NIPS’222026.03 | 47.94 | 40.3 | 30.71 | 37.73 | |
| 3D-SPSArchitecture=Single-stage Model, Venue=CVPR’222026.03 | 47.65 | 39.48 | 29.61 | 36.43 | |
| MVTArchitecture=Two-stage Model, Venue=CVPR’222026.03 | 40.8 | 31.92 | 25.26 | 33.26 |