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How to Annotate Medical Imaging Figures: Labeling Lesions on CT, MRI, and Chest X-ray
2026/07/05

How to Annotate Medical Imaging Figures: Labeling Lesions on CT, MRI, and Chest X-ray

A practical guide to building clear medical imaging annotation figures — labeling lesions, adding callouts, choosing schematic vs. real-image annotation, and editing radiology images ethically for teaching and papers.

A radiology figure fails the moment a reader cannot tell which shadow you mean. In a teaching slide or a case report, the image itself is rarely enough — a ground-glass opacity, a subtle hypodense lesion, or a rib fracture line only becomes evidence once you point at it. The annotation is what turns a picture into an argument.

This guide is about doing that pointing well. It covers how to label lesions on CT, MRI, and chest radiographs, when to annotate a real scan versus draw a schematic, and how to edit medical images honestly so your figure informs rather than misleads.

Editorial-style cover showing a chest CT slice with a labeled lesion, callout arrows, and an anatomical schematic beside it

What a good medical annotation actually does

An annotated imaging figure has one job: direct the reader's eye to a finding and name it, without hiding the surrounding context they need to judge it. The annotation should survive being seen for two seconds on a projected slide and still reward a minute of close study in a printed paper.

That means every mark you add is a claim. An arrow says "the finding is here." A measurement caliper says "it is this large." A region-of-interest box says "compare inside to outside." If a mark is decorative, it competes with the ones that carry meaning. When you are labeling lesions for a paper, treat annotation the way you would treat a sentence in the Results — precise, defensible, and no more than necessary. If you want a fast starting layout, describe your case to the clinical illustration generator and refine the callouts it produces.

Annotating a real scan versus drawing a schematic

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Davie Chen / SciDraw AI

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Davie Chen is a researcher at the Faculty of Animation and Intermedia, University of Arts in Poznan, studying generative AI for scientific figure creation, patent illustration, and manuscript drafting. SciDraw AI is one of the research-to-product tools built from this work.

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What a good medical annotation actually doesAnnotating a real scan versus drawing a schematicLabeling lesions on CT, MRI, and chest X-rayA reusable annotation layoutAn example prompt for a schematicThe ethics of editing medical imagesA final checklist

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The first decision is whether to mark up the actual DICOM-derived image or to draw a clean schematic beside it. They answer different questions.

  • Annotate the real image when the point is the image — the texture of a ground-glass opacity, the exact margin of a mass, the true appearance a trainee must learn to recognize. Radiographic evidence loses its force the moment it stops looking like a real scan.
  • Draw a schematic when you are teaching a concept rather than a specific case — the typical location of a watershed infarct, the zones of a lung, how a herniation displaces midline structures. A schematic is honest precisely because no one mistakes it for a patient's actual scan.
  • Use both, side by side for the strongest teaching figure: the real scan with minimal annotation on the left, a labeled schematic keyed to it on the right. The reader sees the finding and the idealized model in one glance.

A common mistake is drawing a schematic and styling it to look photographic, or painting a lesion onto a real scan. Both blur the line between what was observed and what was illustrated. Keep that line visible.

Labeling lesions on CT, MRI, and chest X-ray

The imaging modality changes what your annotation has to respect.

CT. Findings depend on window settings, so state the window (lung, mediastinal, bone) in the caption — an annotation is meaningless if the reader cannot reproduce the contrast you saw. Use arrows for focal lesions and dashed ROI boxes when you cite Hounsfield units. Keep annotations off the finding itself; point from the margin.

MRI. Always label the sequence (T1, T2, FLAIR, DWI) directly on or beside each panel, because the same lesion looks opposite on different sequences. When you show a multi-sequence panel, use the same arrow position across panels so the reader tracks one lesion through its changing signal.

Chest X-ray. Radiographs are low-contrast and busy, so annotation discipline matters most here. A single well-placed arrow beats a scatter of marks. Mark laterality (a persistent "R"/"L" marker), and if you crop, keep enough of the ribs and mediastinum for the reader to orient.

A reusable annotation layout

Whatever the modality, a clean figure tends to share the same anatomy:

  1. The image, oriented conventionally. Keep radiological orientation (patient's right on the viewer's left). Do not flip a scan to make a layout tidier — laterality errors are dangerous.
  2. One primary callout per finding. An arrow or arrowhead pointing from clear background into the lesion margin, never covering it.
  3. Short labels, keyed to the caption. Use letters or brief tags on the image and spell them out in the caption, rather than crowding the image with sentences.
  4. A scale reference and orientation. A scale bar or the scanner's own measurement, plus sequence/window/laterality metadata.
  5. Consistent color. Pick one high-contrast annotation color and use it for all findings of the same type; reserve a second color only for a genuine second category.

An example prompt for a schematic

When you need a schematic companion rather than a marked-up scan, describing it in plain language gets you a first draft fast. A prompt like this gives an illustration tool enough structure to work with:

Create a clean, labeled schematic of an axial chest CT at the level of the
carina for a teaching figure. Show the two lungs, mediastinum, heart, and
airways in a simplified line style. Mark a single rounded nodule in the
right upper lobe with a leader arrow labeled "solitary pulmonary nodule."
Add small labels for: trachea, aorta, right lung, left lung. Neutral
palette, flat vector look — clearly a diagram, not a photograph. Leave
space for a caption below.

Labeled schematic of an axial chest CT beside an annotated scan, clearly a diagram not a photograph A schematic companion to a CT scan — a labeled diagram, clearly not a photograph.

Then edit the labels and geometry to match the concept you are teaching. The tool gets you past the blank canvas; the clinical judgment stays yours.

The ethics of editing medical images

This is where a good figure and a misleading one diverge. Journals and radiology societies draw a hard line between display adjustments and manipulation, and your figure has to stay on the right side of it.

  • Allowed, if applied to the whole image and disclosed: cropping, adjusting brightness/contrast or window/level, and standard reconstructions. These change how the image is displayed, not what it contains.
  • Not allowed: erasing or adding anatomy, painting in or brushing out a lesion, cloning regions, or selectively adjusting one part of an image to emphasize a finding. That fabricates evidence.
  • Always required: remove patient identifiers (name, MRN, dates burned into the pixels, facial features on 3D reconstructions) before the image leaves the clinical system, and confirm you have the consent and IRB/ethics clearance your journal requires.
  • Keep annotations on a separate layer from the pixel data, so it is always obvious what is the scan and what is your markup — and so a reviewer can see the unannotated original if asked.

The test is simple: could you show the annotated figure and the raw scan side by side without embarrassment? If yes, your edits are display, not deception.

A final checklist

Before the figure goes into a slide deck or a manuscript, confirm:

  • Is every finding you discuss marked, and is nothing marked that you do not discuss?
  • Are modality, sequence/window, and laterality stated so the reader can reproduce your view?
  • Is it obvious which panels are real scans and which are schematics?
  • Have all patient identifiers been removed, and is consent/ethics in order?
  • Would the raw, unannotated image support every claim your markup makes?

For related layout and revision advice, see How to Draw Scientific Figures: Complete Guide, the AI prompt guide for writing better generation prompts, and Fixing Figures After Peer Review for handling reviewer requests on imaging panels.

When you need a schematic to sit beside a real scan, or a clean anatomical illustration for a case report, start a draft with the medical illustration generator and refine it until every label is true. A medical figure earns trust the same way a diagnosis does — by pointing at exactly what is there, and nothing that is not.

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