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3D Object Classification on ModelNet40 (test) (Prompt-based Evaluation)

62.4Accuracy (I prompt)

PointLLM-R-7B

Updated 12d ago

Evaluation Results

Method	Links
PointLLM-R-7B 2026.05		62.4	61.6	-
MiniGPT-3D 2026.02		61.99	60.49	61.24
MiniGPT-3D 2024.05		61.75	59.97	60.86
PointAlign 2026.02		61.55	60.78	61.17
MiniGPT-3D 2026.05		57.49	57.63	-
PointLLM-13B 2026.05		53.79	53.99	-
PointLLM-7B 2024.05		53.44	51.82	52.63
PointLLM-7B 2023.08		53.44	51.82	52.82
PointLLM-7B 2026.05		53.24	53.42	-
PointLLM-13B 2024.05		53	52.55	52.78
PointLLM-13B 2023.08		53	52.55	53.39
Point-Bind LLM 2024.05		51.9	39.71	45.81
Point-Bind LLM 2023.08		51.9	39.71	25.53
PointLLM-13B 2026.02		51.7	52.67	52.19
PointLLM-7B 2026.02		51.34	50.36	50.85
Point-Bind LLM 2026.02		46.6	45.02	45.81
LLAVA-7B 2024.05		39.75	39.67	39.71
LLaVA-7B 2023.08		39.75	39.67	44.86
LLAVA-13B 2024.05		37.12	36.06	36.59
LLaVA-13B 2023.08		37.12	36.06	44.17
LLaVA-13B 2026.02		27.71	27.76	27.74
LLaVA-7B 2026.02		27.11	21.68	24.4
InstructBLIP-13B 2024.05		25.97	31.4	28.69
InstructBLIP-13B 2023.08		25.97	31.4	31.47
ShapeLLM-13B 2026.05		22.17	20.15	-
GPT-4o mini 2026.02		22	23.1	22.55
InstructBLIP-13B 2026.02		21.56	21.92	21.74
GPT4Point 2026.02		21.39	21.07	21.23
ShapeLLM-7B 2026.05		19.8	11.84	-
InstructBLIP-7B 2024.05		19.53	31.48	25.51
InstructBLIP-7B 2023.08		19.53	31.48	34.5
InstructBLIP-7B 2026.02		17.67	22.81	20.24
ShapeLLM-7B 2024.05		-	-	53.08
ShapeLLM-13B 2024.05		-	-	52.96