Generative 3D Object Classification 벤치마크

Generative 3D Object Classification on Objaverse

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Objaverse (Average)

Rank	Model	Objaverse (Average)	Objaverse (I)	Objaverse (C)	Paper	Code	Year
1	MiniGPT-3D	60.25	60.00	60.50	MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors	tangyuan96/minigpt-3d	2024
2	ShapeLLM-7B	54.50	–	–	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	qizekun/ShapeLLM · qizekun/ReCon · runpeidong/act	2024
3	PointLLM-13B v1.2	54.00	56.50	51.50	PointLLM: Empowering Large Language Models to Understand Point Clouds	openrobotlab/pointllm · Pointcept/GPT4Point · qizekun/ShapeLLM	2023
3	ShapeLLM-13B	54.00	–	–	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	qizekun/ShapeLLM · qizekun/ReCon · runpeidong/act	2024
5	PointLLM-7B v1.2	53.00	55.00	51.00	PointLLM: Empowering Large Language Models to Understand Point Clouds	openrobotlab/pointllm · Pointcept/GPT4Point · qizekun/ShapeLLM	2023
6	3D-LLM	45.25	49.00	41.50	3D-LLM: Injecting the 3D World into Large Language Models	umass-foundation-model/3d-llm · openrobotlab/pointllm · Pointcept/GPT4Point · +2	2023
7	Point-Bind LLM	5.25	6.00	4.50	Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following	openrobotlab/pointllm · zrrskywalker/point-bind · ziyuguo99/point-bind_point-llm · +2	2023
8	MiniGPT-3D	60.25	60.00	60.50	MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors	tangyuan96/minigpt-3d	2024
9	ShapeLLM-7B	54.50	–	–	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	qizekun/ShapeLLM · qizekun/ReCon · runpeidong/act	2024
10	PointLLM-13B v1.2	54.00	56.50	51.50	PointLLM: Empowering Large Language Models to Understand Point Clouds	openrobotlab/pointllm · Pointcept/GPT4Point · qizekun/ShapeLLM	2023
10	ShapeLLM-13B	54.00	–	–	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	qizekun/ShapeLLM · qizekun/ReCon · runpeidong/act	2024
12	PointLLM-7B v1.2	53.00	55.00	51.00	PointLLM: Empowering Large Language Models to Understand Point Clouds	openrobotlab/pointllm · Pointcept/GPT4Point · qizekun/ShapeLLM	2023
13	3D-LLM	45.25	49.00	41.50	3D-LLM: Injecting the 3D World into Large Language Models	umass-foundation-model/3d-llm · openrobotlab/pointllm · Pointcept/GPT4Point · +2	2023
14	Point-Bind LLM	5.25	6.00	4.50	Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following	openrobotlab/pointllm · zrrskywalker/point-bind · ziyuguo99/point-bind_point-llm · +2	2023
15	MiniGPT-3D	60.25	60.00	60.50	MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors	tangyuan96/minigpt-3d	2024
16	ShapeLLM-7B	54.50	–	–	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	qizekun/ShapeLLM · qizekun/ReCon · runpeidong/act	2024
17	PointLLM-13B v1.2	54.00	56.50	51.50	PointLLM: Empowering Large Language Models to Understand Point Clouds	openrobotlab/pointllm · Pointcept/GPT4Point · qizekun/ShapeLLM	2023
17	ShapeLLM-13B	54.00	–	–	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	qizekun/ShapeLLM · qizekun/ReCon · runpeidong/act	2024
19	PointLLM-7B v1.2	53.00	55.00	51.00	PointLLM: Empowering Large Language Models to Understand Point Clouds	openrobotlab/pointllm · Pointcept/GPT4Point · qizekun/ShapeLLM	2023
20	3D-LLM	45.25	49.00	41.50	3D-LLM: Injecting the 3D World into Large Language Models	umass-foundation-model/3d-llm · openrobotlab/pointllm · Pointcept/GPT4Point · +2	2023