Share your thoughts, 1 month free Claude Pro on usSee more

3D Visual Grounding on ScanRefer

66Acc@0.25

VLM-Grounder

Updated 17d ago

Evaluation Results

Method
VLM-Grounder 2025.12	66	-	-	-	-	-	-	29.8	-
Vid-LLM 2025.09	63.2	-	-	-	-	-	-	56.4	-
3DRS 2025.09	62.9	-	-	-	-	-	-	56.1	-
3DRS 2026.03	62.9	-	-	-	-	-	-	56.1	-
GPT4Scene-HDM 2026.03	62.6	-	-	-	-	-	-	57	-
Motion-MLLM-4B 2026.03	61.4	-	-	-	-	-	-	55.3	-
3D-IDE 2026.03	60.9	-	-	-	-	-	-	54.5	-
GUIDE-9B 2026.04	59.6	-	-	-	-	-	-	53.1	-
CAIRN 2026.07	59.6	-	-	-	-	-	-	54.1	-
Inst3D-LMM 2026.07	58.9	-	-	-	-	-	-	52.7	-
Stream3D-VLM-8B 2026.06	58.4	-	-	-	-	-	-	52.5	-
3DGraphLLM 2026.07	58.4	-	-	-	-	-	-	53.1	-
3DGraphLLM-1B + QuatRoPE 2026.03	58.3	-	-	50.8	50.6	-	-	58.2	-
3DGraphLLM-7B + QuatRoPE 2026.03	58.2	-	-	54.3	49.2	-	-	52.5	-
Video-3D LLM 2025.09	58.1	-	-	-	-	-	-	51.7	-
Video-3D LLM 2025.08	58.1	-	-	-	-	-	-	51.7	-
Video-3D LLM 2026.03	58.1	-	-	-	-	-	-	51.7	-
Video-3D LLM 2026.03	58.1	-	-	-	-	-	-	51.7	-
Video-3D LLM 2026.03	58.1	-	-	-	-	-	-	51.7	-
Video-3D LLM(Uniform) 2026.04	58.1	-	-	-	-	-	-	51.7	-
Video-3D LLM 2026.06	58.1	-	-	-	-	-	-	51.7	-
OpenGround 2025.12	57.9	-	-	-	-	-	-	47.9	-
MA2TransVG 2026.03	57.9	-	-	53.8	41.4	-	-	45.7	-
Video-3D LLM(MC) 2026.04	57.9	-	-	-	-	-	-	51.2	-
Chat-Scene-7B + QuatRoPE 2026.03	57.8	-	-	51.1	45.7	-	-	52.2	-
Inst3D-LLM 2026.03	57.8	-	-	-	-	-	-	51.6	-
Inst3D-LMM 2026.06	57.8	-	-	-	-	-	-	51.6	-
Inst3D-LMM 2026.07	57.8	-	-	-	-	-	-	51.6	-
VG LLM-8B 2026.03	57.6	-	-	-	-	-	-	50.9	-
VG LLM-8B 2026.03	57.6	-	-	-	-	-	-	50.9	-
VG LLM-8B 2026.04	57.6	-	-	-	-	-	-	50.9	-
Chat-Scene 2026.07	57.5	-	-	-	-	-	-	51.9	-
3DGraphLLM-7B 2026.03	57	-	-	-	-	-	-	51.3	-
PQ3D 2026.03	57	-	-	-	-	-	-	51.2	-
DVTIE 2026.04	56.91	-	-	-	-	-	-	51.42	-
DVTIE 2026.04	56.67	-	-	-	-	-	-	51	-
Fast3D 2026.04	56.61	-	-	-	-	-	-	51.02	-
TSP3D 2026.03	56.5	-	-	-	-	-	-	46.7	-
Stream3D-VLM-4B 2026.06	56.5	-	-	-	-	-	-	51.9	-
Fast3D 2026.04	56.47	-	-	-	-	-	-	50.79	-
GPT4Scene 2025.12	56.4	-	-	-	-	-	-	50.9	-
Baseline (Chat-Scene) 2026.04	56.21	-	-	-	-	-	-	50.42	-
DVTIE 2026.04	56.17	-	-	-	-	-	-	51.35	-
Fast3D 2026.04	56.09	-	-	-	-	-	-	50.93	-
3DGraphLLM-1B 2026.03	55.9	-	-	47.9	47.7	-	-	55.8	-
VPP-Net 2026.03	55.7	-	-	50.3	39	-	-	43.3	-
AugRefer 2026.03	55.7	-	-	50	39.1	-	-	44	-
Chat-Scene 2023.12	55.5	-	-	-	-	-	-	50.2	-
ChatScene 2026.02	55.5	-	-	-	-	-	-	50.2	-
ChatScene 2025.09	55.5	-	-	-	-	-	-	50.2	-
ChatScene 2026.03	55.5	-	-	-	-	-	-	50.2	-
Chat-Scene 2026.03	55.5	-	-	-	-	-	-	50.2	-
Chat-Scene-7B 2026.03	55.5	-	-	47.8	42.9	-	-	50.2	-
ChatScene 2026.03	55.5	-	-	-	-	-	-	50.2	-
ChatScene 2026.04	55.5	-	-	-	-	-	-	50.2	-
Chat-Scene 2026.07	55.5	-	-	-	-	-	-	50.2	-
Chat-Scene-1B + QuatRoPE 2026.03	55.4	-	-	47.8	47.4	-	-	55	-
FastV 2026.04	55.4	-	-	-	-	-	-	49.86	-
3DRS 2025.09	55.2	-	-	-	-	-	-	51.1	-
VG LLM-8B 2026.06	54.4	-	-	-	-	-	-	47.9	-
LLaVA-3D 2025.08	54.1	-	-	-	-	-	-	42.4	-
LLaVA-3D 2026.03	54.1	-	-	-	-	-	-	42.4	-
LLaVA-3D 2026.03	54.1	-	-	-	-	-	-	42.4	-
LLaVA-3D 2026.03	54.1	-	-	-	-	-	-	42.4	-
LLaVA-3D 2026.04	54.1	-	-	-	-	-	-	42.4	-
LLaVA-3D 2026.06	54.1	-	-	-	-	-	-	42.4	-
Video-3D LLM* 2026.03	53.7	-	-	-	-	-	-	47.8	-
VGLLM 2025.09	53.5	-	-	-	-	-	-	47.5	-
VG LLM-4B 2026.03	53.5	-	-	-	-	-	-	47.5	-
VG LLM-4B 2026.03	53.5	-	-	-	-	-	-	47.5	-
VG LLM-4B 2026.04	53.5	-	-	-	-	-	-	47.5	-
GAP-MLLM-3B 2026.03	53.1	-	-	-	-	-	-	26	-
ThinkGraphs 2026.06	52.9	-	-	-	-	-	-	37.6	-
3DSyn 2026.03	52.3	-	-	-	-	-	-	46.2	-
M3DRef-CLIP 2023.12	51.9	-	-	-	-	-	-	44.7	-
M3DRef-CLIP 2026.03	51.9	-	-	-	-	-	-	44.7	-
M3DRef-CLIP 2026.07	51.9	-	-	-	-	-	-	44.7	-
SPAZER 2025.12	51.7	-	-	-	-	-	-	43.4	-
3D-VLP 2023.12	51.4	-	-	-	-	-	-	39.5	-
3D-VLP 2026.07	51.4	-	-	-	-	-	-	39.5	-
3D-LLaVA 2026.03	51.2	-	-	-	-	-	-	40.6	-
GPT4Scene-HD 2026.07	50.9	-	-	-	-	-	-	46.4	-
Chat-Scene-1B 2026.03	50.7	-	-	42.7	42.3	-	-	50.3	-
3D-VisTA 2023.12	50.6	-	-	-	-	-	-	45.5	-
ConcreteNet 2023.12	50.6	-	-	-	-	-	-	46.5	-
3D-VisTA 2026.03	50.6	-	-	-	-	-	-	45.8	-
3D-VisTA 2026.03	50.6	-	-	43.7	39.1	-	-	45.8	-
3D-VisTA 2026.03	50.6	-	-	-	-	-	-	45.8	-
3D-Vista 2026.06	50.6	-	-	-	-	-	-	45.8	-
3D-VisTA 2026.07	50.6	-	-	-	-	-	-	45.8	-
C2RoPE 2026.02	50.5	-	-	-	-	-	-	42.9	-
ToMe 2026.04	50.43	-	-	-	-	-	-	45.39	-
LLaVA-3D 2026.02	50.1	-	-	-	-	-	-	42.7	-
LLaVA-3D 2025.09	50.1	-	-	-	-	-	-	42.7	-
VID-LLM 2026.03	50.1	-	-	-	-	-	-	46.7	-
VG-LLM-4B (w/ GAP) 2026.03	49.7	-	-	-	-	-	-	23.2	-
3DJCG 2023.12	49.6	-	-	-	-	-	-	37.3	-
3DJCG 2026.03	49.6	-	-	41.4	30.8	-	-	37.3	-
Spatial-MLLM-4B 2026.06	49.3	-	-	-	-	-	-	44.2	-
SPAR-7B 2026.03	48.8	-	-	-	-	-	-	43.1	-

Showing 100 of 221 rows