ML Research Wiki / Benchmarks / Generative 3D Object Classification / Objaverse

Objaverse

Generative 3D Object Classification Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: Objaverse (Average)

Top Performing Models

Rank	Model	Paper	Objaverse (Average)	Date	Code
1	MiniGPT-3D	MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors	60.25	2024-05-02	📦 tangyuan96/minigpt-3d
2	ShapeLLM-7B	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	54.50	2024-02-27	📦 qizekun/ShapeLLM 📦 qizekun/ReCon 📦 runpeidong/act
3	PointLLM-13B v1.2	PointLLM: Empowering Large Language Models to Understand Point Clouds	54.00	2023-08-31	📦 openrobotlab/pointllm 📦 Pointcept/GPT4Point 📦 qizekun/ShapeLLM
4	ShapeLLM-13B	ShapeLLM: Universal 3D Object Understanding for Embodied Interaction	54.00	2024-02-27	📦 qizekun/ShapeLLM 📦 qizekun/ReCon 📦 runpeidong/act
5	PointLLM-7B v1.2	PointLLM: Empowering Large Language Models to Understand Point Clouds	53.00	2023-08-31	📦 openrobotlab/pointllm 📦 Pointcept/GPT4Point 📦 qizekun/ShapeLLM
6	3D-LLM	3D-LLM: Injecting the 3D World into Large Language Models	45.25	2023-07-24	📦 umass-foundation-model/3d-llm 📦 openrobotlab/pointllm 📦 Pointcept/GPT4Point 📦 qizekun/ShapeLLM 📦 Yui010206/CREMA
7	Point-Bind LLM	Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following	5.25	2023-09-01	📦 openrobotlab/pointllm 📦 zrrskywalker/point-bind 📦 ziyuguo99/point-bind_point-llm 📦 Pointcept/GPT4Point 📦 qizekun/ShapeLLM

All Papers (7)

MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors

2024

MiniGPT-3D

tangyuan96/minigpt-3d

ShapeLLM: Universal 3D Object Understanding for Embodied Interaction

2024

ShapeLLM-7B

qizekun/ShapeLLM qizekun/ReCon runpeidong/act

PointLLM: Empowering Large Language Models to Understand Point Clouds

2023

PointLLM-13B v1.2

openrobotlab/pointllm Pointcept/GPT4Point qizekun/ShapeLLM

ShapeLLM: Universal 3D Object Understanding for Embodied Interaction

2024

ShapeLLM-13B

qizekun/ShapeLLM qizekun/ReCon runpeidong/act

PointLLM: Empowering Large Language Models to Understand Point Clouds

2023

PointLLM-7B v1.2

openrobotlab/pointllm Pointcept/GPT4Point qizekun/ShapeLLM

3D-LLM: Injecting the 3D World into Large Language Models

2023

3D-LLM

umass-foundation-model/3d-llm openrobotlab/pointllm

Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following

2023

Point-Bind LLM

openrobotlab/pointllm zrrskywalker/point-bind

Objaverse

Performance Over Time

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Top Performing Models

All Papers (7)

MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors

ShapeLLM: Universal 3D Object Understanding for Embodied Interaction

PointLLM: Empowering Large Language Models to Understand Point Clouds

ShapeLLM: Universal 3D Object Understanding for Embodied Interaction

PointLLM: Empowering Large Language Models to Understand Point Clouds

3D-LLM: Injecting the 3D World into Large Language Models

Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following

Model	Paper	Objaverse (Average)	Date
MiniGPT-3D	MiniGPT-3D: Efficiently Aligning 3D Point Clouds …	60.25	2024-05-02
ShapeLLM-7B	ShapeLLM: Universal 3D Object Understanding for E…	54.50	2024-02-27
PointLLM-13B v1.2	PointLLM: Empowering Large Language Models to Und…	54.00	2023-08-31
ShapeLLM-13B	ShapeLLM: Universal 3D Object Understanding for E…	54.00	2024-02-27
PointLLM-7B v1.2	PointLLM: Empowering Large Language Models to Und…	53.00	2023-08-31
3D-LLM	3D-LLM: Injecting the 3D World into Large Languag…	45.25	2023-07-24
Point-Bind LLM	Point-Bind & Point-LLM: Aligning Point Cloud with…	5.25	2023-09-01