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

61.24Average Accuracy

MiniGPT-3D

Updated 1mo ago

Evaluation Results

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