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Detailed Captioning on ShapeNeRF-Text 1.0 (test)

77.43S-BERT ScoreLLaNA-7b
36.932447.446257.9668.4738Jun 17, 2024

Evaluation results

MethodLinks
LLaNA-7bModality=NeRF2024.0677.4379.8141.3236.1832.39
LLaNA-7bModality=NeRF2024.0668.6370.5420.6428.3331.76
LLaVA-vicuna-13bModality=Image, Vantage Point=front-view (FV)2024.066161.1614.32023.31
LLaVA-vicuna-13bModality=Image, View=Multi-view (MV)2024.0660.2159.5115.0732.1614.64
3D-LLMModality=Mesh + Multi-view (MV)2024.066053.911.5814.45.28
LLaVA-vicuna-7bModality=Image, Vantage Point=front-view (FV)2024.0659.8562.3522.6723.2423.35
LLaVA-vicuna-13bModality=Image, Vantage Point=multi-view (MV)2024.0659.6461.0122.8422.1723.08
3D-LLMModality=Mesh + Multi-view (MV)2024.0659.4656.4212.6921.4914.32
LLaVA-vicuna-13bModality=Image, View=Front-view (FV)2024.0659.0858.8723.6323.5522.55
PointLLM-7bModality=Point cloud2024.0659.0258.310.2819.2610.55
LLaVA-vicuna-7bModality=Image, View=Front-view (FV)2024.0657.5557.6814.9922.8214.36
BLIP-2 FlanT5-xxlModality=Image, Vantage Point=front-view (FV)2024.0656.1358.215.4618.699.67
LLaVA-vicuna-7bModality=Image, Vantage Point=back-view (BV)2024.0655.6858.4621.9722.4622.5
LLaVA-vicuna-13bModality=Image, Vantage Point=back-view (BV)2024.0654.3556.0921.9421.6722.09
LLaVA-vicuna-7bModality=Image, View=Back-view (BV)2024.0653.1154.4614.7322.4714.05
BLIP-2 FlanT5-xxlModality=Image, Vantage Point=back-view (BV)2024.0652.4854.055.6718.29.5
LLaVA-vicuna-13bModality=Image, View=Back-view (BV)2024.0650.0950.3313.7721.3613.18
PointLLM-7bModality=Point cloud2024.0649.5948.8416.7417.9214.56
GPT4Point-Opt-2.7bModality=Point cloud2024.0642.4438.333.729.215.13
GPT4Point-Opt-2.7bModality=Point cloud2024.0641.8540.2211.7616.5411.63
BLIP-2 FlanT5-xxlModality=Image, View=Front-view (FV)2024.0641.2740.690.187.832.6
BLIP-2 FlanT5-xxlModality=Image, View=Back-view (BV)2024.0638.4937.890.197.722.58