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3D Question Answering on SQA3D

61.3EM

Cog3DMap-8B

Updated 12d ago

Evaluation Results

Method	Links
Cog3DMap-8B 2026.03		61.3
3DRS 2025.09		60.6
3DRS-7B 2026.03		60.6
3DRS 2026.03		60.6
LLaVA-3D 2025.09		60.1
LLaVA-3D 2025.10		60.1
Concerto 2026.03		60
Utonia 2026.03		59.9
Sonata 2026.03		59.7
3D-IDE 2026.03		59.2
Video-3D LLM (Uniform) 2024.11		58.6
Video-3D LLM 2025.09		58.6
Baseline 2026.03		58.6
Video-3D LLM 2025.08		58.6
Video-3D LLM 2026.03		58.6
Video-3D LLM 2026.03		58.6
Video-3D LLM* 2026.03		58.6
Video-3D-LLM 2025.10		58.5
VG LLM-8B 2026.03		57.9
Video-3D LLM (MC) 2024.11		57.7
Vid-LLM 2025.09		57.3
VID-LLM 2026.03		57.3
VG LLM-4B 2026.03		57
Spatial-MLLM-4B 2026.03		55.9
LLaVA-3D 2024.11		55.6
LLaVA-3D 2025.08		55.6
LLaVA-3D 2026.03		55.6
LLaVA-3D 2026.03		55.6
Chat-3D v2 2024.11		54.7
Chat-3D v2 2025.08		54.7
Chat-3D v2 2026.03		54.7
ChatScene 2024.11		54.6
ChatScene 2025.09		54.6
ChatScene 2026.03		54.6
ChatScene 2026.03		54.6
3DRS 2025.09		54.5
3D-LLaVA 2026.03		54.5
Scene-LLM 2025.09		54.2
Scene-LLM 2025.08		54.2
Scene-LLM 2026.03		54.2
SceneLLM 2024.11		53.6
SceneLLM 2026.03		53.6
ChatScene 2025.09		52.9
UniUGG 2025.08		51.3
LEO 2024.11		50
LEO 2025.09		50
LEO 2025.08		50
LEO 2026.03		50
3D-VisTA 2024.11		48.5
LLaVA-Video-7B 2024.11		48.5
3D-VisTA 2025.09		48.5
LLaVA-Video-7B 2025.09		48.5
3D-VisTA 2026.03		48.5
LLaVA-OV-7B 2025.09		47.6
ScanQA 2024.11		47.2
ScanQA 2025.09		47.2
ScanQA 2026.03		47.2
PQ3D 2024.11		47.1
PQ3D 2026.03		47.1
IXC-2.5-7B 2025.09		41.5
Scan2Cap 2025.09		41
VILA-40B 2025.09		37.2
Gemini-1.5-Flash 2025.10		32.28
MSSR 2025.10		27.4
GPT-4o 2025.10		24.21
Gemini-1.5-Pro 2025.10		22.35
GPT-o3 2025.10		21.93
Qwen2.5-VL-72B 2025.10		13.11
Qwen2.5-VL-7B 2025.10		9.45