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Models/3D-LLM

3D-LLM

Reported on 27 benchmarks across 8 tasks · 1 paper · 27 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision21 results

Shape Representation Of 3D Point CloudsonObjaverse
Objaverse (Average)· 2023-07-24
45.25
best: 60.25 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
Shape Representation Of 3D Point CloudsonObjaverse
Objaverse (C)· 2023-07-24
41.5
best: 60.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
Shape Representation Of 3D Point CloudsonObjaverse
Objaverse (I)· 2023-07-24
49
best: 60 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object ClassificationonObjaverse
Objaverse (Average)· 2023-07-24
45.25
best: 60.25 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object ClassificationonObjaverse
Objaverse (C)· 2023-07-24
41.5
best: 60.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object ClassificationonObjaverse
Objaverse (I)· 2023-07-24
49
best: 60 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Point Cloud ClassificationonObjaverse
Objaverse (Average)· 2023-07-24
45.25
best: 60.25 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Point Cloud ClassificationonObjaverse
Objaverse (C)· 2023-07-24
41.5
best: 60.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Point Cloud ClassificationonObjaverse
Objaverse (I)· 2023-07-24
49
best: 60 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Point Cloud ReconstructiononObjaverse
Objaverse (Average)· 2023-07-24
45.25
best: 60.25 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Point Cloud ReconstructiononObjaverse
Objaverse (C)· 2023-07-24
41.5
best: 60.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Point Cloud ReconstructiononObjaverse
Objaverse (I)· 2023-07-24
49
best: 60 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
Generative 3D Object ClassificationonObjaverse
Objaverse (Average)· 2023-07-24
45.25
best: 60.25 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
Generative 3D Object ClassificationonObjaverse
Objaverse (C)· 2023-07-24
41.5
best: 60.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
Generative 3D Object ClassificationonObjaverse
Objaverse (I)· 2023-07-24
49
best: 60 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object CaptioningonObjaverse
Sentence-BERT· 2023-07-24
44.48
best: 49.54 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object CaptioningonObjaverse
Correctness· 2023-07-24
1.77
best: 3.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object CaptioningonObjaverse
GPT-4· 2023-07-24
33.42
best: 57.06 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object CaptioningonObjaverse
Hallucination· 2023-07-24
1.16
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object CaptioningonObjaverse
Precision· 2023-07-24
60.39
best: 83.14 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D Object CaptioningonObjaverse
SimCSE· 2023-07-24
43.68
best: 51.39 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981

Methodology3 results

3DonObjaverse
Objaverse (Average)· 2023-07-24
45.25
best: 60.25 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3DonObjaverse
Objaverse (C)· 2023-07-24
41.5
best: 60.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3DonObjaverse
Objaverse (I)· 2023-07-24
49
best: 60 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981

Medical3 results

3D ClassificationonObjaverse
Objaverse (Average)· 2023-07-24
45.25
best: 60.25 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D ClassificationonObjaverse
Objaverse (C)· 2023-07-24
41.5
best: 60.5 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981
3D ClassificationonObjaverse
Objaverse (I)· 2023-07-24
49
best: 60 (MiniGPT-3D)
SOTA
3D-LLM: Injecting the 3D World into Large Language Models arXiv:2307.12981