Jargonautica
Modalities and Applications

Visual Question Answering

Also called: VQA

Asking questions about an image and getting answers. What does this chart show, how many items are on the shelf, what does this form say, is there anything wrong in this photograph of the equipment. It is where a lot of the practical value of multimodal models sits.

Technical view

Evaluated on benchmarks covering natural images, charts and diagrams, documents and scientific figures. Performance is strong on holistic description and weaker where precision matters: exact values from charts, counting beyond small numbers, and fine spatial relations. Failure is silent, producing a plausible number rather than an admission of illegibility, which makes verification necessary for any quantitative use.


Part of AI Terminology Index, section: Modalities and Applications.

How it connects

Visual Question Answering links to 4 other terms. The faint lines are links between those terms. See it in the full graph.

Vision Language ModelVision Language Mod…MultimodalMultimodalDocument AIDocument AIHallucinationHallucinationVisual Question Answering