Enhancing Visual Reasoning With Knowledge-Adapted Captions
KnowAda bridges "visual gap" with knowledge-adapted captions, boosting performance on complex visual reasoning tasks.
This is a Plain English Papers summary of a research paper called Enhancing visual reasoning with knowledge-adapted captions. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview Introduces KnowAda, a novel fine-tuning approach for multimodal models. Addresses the "visual gap" where existing models struggle with complex visual reasoning. Leverages knowledge-adapted captions enriched with external knowledge. Demonstrates improved performance on visual question answering (VQA) tasks. Shows promise for enhancing multimodal models' reasoning...