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3D Object Classification on Objaverse

72.5Accuracy (Instruction-typed)

PointAlign

Updated 12d ago

Evaluation Results

Method	Links
PointAlign 2026.02		72.5	69.5	71
MiniGPT-3D 2026.02		65	68.5	66.75
PointLLM-7B 2026.02		62	63	62.5
PointLLM-13B 2026.02		61.5	63	62.25
MiniGPT-3D 2024.05		60	60.5	60.25
PointLLM-R-7B 2026.05		59.17	59.27	-
PointLLM-13B 2024.05		56.5	51.5	54
PointLLM-13B 2023.08		56.5	51.5	53.39
PointLLM-7B 2024.05		55	51	53
PointLLM-7B 2023.08		55	51	52.82
LLAVA-13B 2024.05		53	50.5	51.75
LLaVA-13B 2023.08		53	50.5	44.17
MiniGPT-3D 2026.05		52.9	52.63	-
PointLLM-13B 2026.05		49.83	49.78	-
LLAVA-7B 2024.05		49.5	50.5	50
LLaVA-7B 2023.08		49.5	50.5	44.86
3D-LLM 2024.05		49	41.5	45.25
3D-LLM 2023.08		49	41.5	45.25
GPT4Point 2026.02		49	46.5	47.75
PointLLM-7B 2026.05		48.85	48.4	-
InstructBLIP-7B 2024.05		45	42	43.5
InstructBLIP-7B 2023.08		45	42	34.5
LLaVA-13B 2026.02		39.5	35.5	37.5
GPT-4o mini 2026.02		39	35	37
LLaVA-7B 2026.02		37.5	30	33.75
InstructBLIP-13B 2024.05		37	31.5	34.25
InstructBLIP-13B 2023.08		37	31.5	31.47
ShapeLLM-13B 2026.05		32.28	33.47	-
ShapeLLM-7B 2026.05		23.44	20.56	-
InstructBLIP-7B 2026.02		21.5	26	23.75
InstructBLIP-13B 2026.02		21.5	21.5	21.5
Point-Bind LLM 2026.02		7.5	7.58	7.54
Point-Bind LLM 2024.05		6	4.5	5.25
Point-Bind LLM 2023.08		6	4.5	25.53
ShapeLLM-7B 2024.05		-	-	54.5
ShapeLLM-13B 2024.05		-	-	54