Vision2Code is introduced, a multi-domain, reference-code-free benchmark containing 539 test examples from 15 different datasets, spanning charts and plots, geometry, graphs, scientific diagrams, documents and 3D spatial scenes, which highlights the variability across domains of existing image-to-code generation models...