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Multi-object 3D Visual Grounding on Multi3DRefer

60.1F1@0.25

Video-3D LLM†

Updated 1mo ago

Evaluation Results

Method	Links
Video-3D LLM† 2026.04		60.1	54.6
Geo3DPruner 2026.04		59	53.7
DVTIE 2026.04		58.62	53.61
DVTIE 2026.04		58.47	53.88
Fast3D 2026.04		58.46	53.86
Fast3D 2026.04		58.33	53.52
Baseline (Chat-Scene) 2026.04		58.14	53.24
Video-3D LLM (Uniform) 2024.11		58	52.7
Video-3D LLM 2026.04		58	52.7
Video-3D LLM (MC) 2024.11		57.9	52.4
Geo3DPruner 2026.04		57.5	52.5
FastV 2026.04		57.39	52.69
Chat-Scene 2023.12		57.1	52.4
ChatScene 2024.11		57.1	52.4
Fast3D 2026.04		55.6	51.43
DVTIE 2026.04		55.57	51.44
Geo3DPruner 2026.04		53.9	49.3
ToMe 2026.04		51.95	47.7
Grounded 3D-LLM 2024.11		45.2	40.6
Chat-3D v2 2024.11		45.1	41.6
M3DRef-CLIP 2023.12		42.8	38.4
M3DRef-CLIP 2024.11		42.8	-
M3DRef-CLIP 2026.04		42.8	-
Random Pruning 2026.04		40.85	36.62
FastV 2026.04		33.61	31.44
ToMe 2026.04		30.99	28.98
Random Pruning 2026.04		19.92	18.04
ToMe 2026.04		9.63	9.28
Random Pruning 2026.04		9.59	9.25
FastV 2026.04		9.2	8.91
PQ3D 2024.11		-	50.1