---
title: Editing & layout
description: SemSR, IRS, CAS, manipulation direction, and object-wise consistency for image editing evaluation.
---

import MetricRecipes from '../../../../mdx/partials/metrics-usage-editing.mdx';

Editing-specific metrics for semantic preservation, instruction following, and layout consistency.

<MetricRecipes />