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ResearchFormerly WizWand

Knowledge-Based Visual Question Answering (Direct Answer) on A-OK-VQA (val)

0.586AccuracyOurs + MCAN (LLaMA 2)
0.29480.37040.4460.5216Oct 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Ours + MCAN (LLaMA 2)Backbone=LLaMA 2, Shot Selection Strategy=MCAN, Number of Captions=9, Query Ensembles=52023.100.586
ProphetShot Selection Strategy=MCAN2023.100.582
Ours + MCAN (LLaMA)Backbone=LLaMA, Shot Selection Strategy=MCAN2023.100.574
Ours (LLaMA 2)Backbone=LLaMA 22023.100.571
Ours (LLaMA)Backbone=LLaMA2023.100.544
GPV-22023.100.486
KRISP2023.100.337
ClipCap2023.100.309
LXMERT2023.100.307
ViLBERT2023.100.306