3D Object Captioning on Objaverse

Metric: SimCSE (higher is better)

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#	Model↕	SimCSE▼	Extra Data	Paper	Date↕	Code
1	MiniGPT-3D	51.39	No	MiniGPT-3D: Efficiently Aligning 3D Point Clouds...	2024-05-02	Code
2	ShapeLLM-13B	49.98	No	ShapeLLM: Universal 3D Object Understanding for ...	2024-02-27	Code
3	ShapeLLM-7B	49.23	No	ShapeLLM: Universal 3D Object Understanding for ...	2024-02-27	Code
4	PointLLM-13B V1.2	49.12	No	PointLLM: Empowering Large Language Models to Un...	2023-08-31	Code
5	PointLLM-7B V1.2	48.55	No	PointLLM: Empowering Large Language Models to Un...	2023-08-31	Code
6	3D-LLM	43.68	No	3D-LLM: Injecting the 3D World into Large Langua...	2023-07-24	Code

#1MiniGPT-3DSOTA
51.39
SimCSE· 2024-05-02
MiniGPT-3D: Efficiently Aligning 3D Point Clouds with Large Language Models using 2D Priors Code
#2ShapeLLM-13BSOTA
49.98
SimCSE· 2024-02-27
ShapeLLM: Universal 3D Object Understanding for Embodied Interaction Code
#3ShapeLLM-7B
49.23
SimCSE· 2024-02-27
ShapeLLM: Universal 3D Object Understanding for Embodied Interaction Code
#4PointLLM-13B V1.2SOTA
49.12
SimCSE· 2023-08-31
PointLLM: Empowering Large Language Models to Understand Point Clouds Code
#5PointLLM-7B V1.2
48.55
SimCSE· 2023-08-31
PointLLM: Empowering Large Language Models to Understand Point Clouds Code
#63D-LLMSOTA
43.68
SimCSE· 2023-07-24
3D-LLM: Injecting the 3D World into Large Language Models Code