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Quality Description Grounding on GIQA-Bench

22.87BLEU@4Grounding-IQA (mPLUG-Owl2-7B)
-0.49885.568111.63517.7019Nov 26, 2024

Evaluation results

MethodLinks
Grounding-IQA (mPLUG-Owl2-7B)Group=Ours2024.1122.8759.5554.7463
Q-Instruct (LLaVA-v1.5-7B)Group=IQA2024.1122.69——58.25
Q-Instruct (mPLUG-Owl2-7B)Group=IQA2024.1121.46——62
Grounding-IQA (LLaVA-v1.5-13B)Group=Ours2024.1120.2463.0255.4860.5
Grounding-IQA (LLaVA-v1.6-7B)Group=Ours2024.1119.1765.8359.8160
Grounding-IQA (LLaVA-v1.5-7B)Group=Ours2024.1119.0257.6352.8360
Q-Instruct (LLaVA-v1.5-13B)Group=IQA2024.1119.01——57.25
mPLUG-Owl2-7BGroup=General2024.113.62——48.25
DepictQA-Wild-7BGroup=IQA2024.113.34——56.5
Ferret-7BGroup=Ground2024.113.1664.5867.7843.75
LLaVA-v1.6-7BGroup=General2024.113.04——50.5
LLaVA-v1.5-13BGroup=General2024.113——49
LLaVA-v1.5-7BGroup=General2024.112.82——47
Kosmos-2-1.6BGroup=Ground2024.112.6349.4634.4839.25
GroundingGPT-7BGroup=Ground2024.111.9949.6753.9132.5
Shikra-7BGroup=Ground2024.110.445.0647.6827