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3D Question Answering on ObjaXL-LVIS 1K (test)

27.6AccuracyGPT4Point (FLANT5XL)
12.83216.66620.524.334Dec 5, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GPT4Point (FLANT5XL)Modality=Point-Text, Trainable Params=110M, Backbone=FLAN-T5-XL2023.1227.626.331.3
GPT4Point (OPT6.7B)Modality=Point-Text, Trainable Params=110M, Backbone=OPT-6.7B2023.1227.126.230.4
PointLLM (Vicuna-13B)Modality=Point-Text, Trainable Params=13.3B, Backbone=Vicuna-13B2023.1223.422.326.2
GPT4Point (OPT2.7B)Modality=Point-Text, Trainable Params=110M, Backbone=OPT-2.7B2023.1222.123.425.3
Qwen-VL (Qwen-7B)Modality=Image-Text, Trainable Params=7.2B, Backbone=Qwen-7B2023.1218.219.524.4
InstructBLIP (Vicuna-1B)Modality=Image-Text, Trainable Params=202M, Backbone=Vicuna-1B2023.1215.916.220.1
BLIP-2 (OPT6.7B)Modality=Image-Text, Trainable Params=188M, Backbone=OPT-6.7B2023.1215.415.118.3
BLIP-2 (OPT2.7B)Modality=Image-Text, Trainable Params=188M, Backbone=OPT-2.7B2023.1213.414.216.8